Podcasts about Time series

Gros épisode qui couvre un large spectre de sujets : Java, Scala, Micronaut, NodeJS, l'IA et la compétence des développeurs, le sampling dans les LLMs, les DTO, le vibe coding, les changements chez Broadcom et Red Hat ainsi que plusieurs nouvelles sur les licences open source. Enregistré le 7 mai 2025 Téléchargement de l'épisode LesCastCodeurs-Episode-325.mp3 ou en vidéo sur YouTube. News Langages A l'occasion de JavaOne et du lancement de Java 24, Oracle lance un nouveau site avec des ressources vidéo pour apprendre le langage https://learn.java/ site plutôt à destination des débutants et des enseignants couvre la syntaxe aussi, y compris les ajouts plus récents comme les records ou le pattern matching c'est pas le site le plus trendy du monde. Martin Odersky partage un long article sur l'état de l'écosystème Scala et les évolutions du language https://www.scala-lang.org/blog/2025/03/24/evolving-scala.html Stabilité et besoin d'évolution : Scala maintient sa position (~14ème mondial) avec des bases techniques solides, mais doit évoluer face à la concurrence pour rester pertinent. Axes prioritaires : L'évolution se concentre sur l'amélioration du duo sécurité/convivialité, le polissage du langage (suppression des “rugosités”) et la simplification pour les débutants. Innovation continue : Geler les fonctionnalités est exclu ; l'innovation est clé pour la valeur de Scala. Le langage doit rester généraliste et ne pas se lier à un framework spécifique. Défis et progrès : L'outillage (IDE, outils de build comme sbt, scala-cli, Mill) et la facilité d'apprentissage de l'écosystème sont des points d'attention, avec des améliorations en cours (partenariat pédagogique, plateformes simples). Des strings encore plus rapides ! https://inside.java/2025/05/01/strings-just-got-faster/ Dans JDK 25, la performance de la fonction String::hashCode a été améliorée pour être principalement constant foldable. Cela signifie que si les chaînes de caractères sont utilisées comme clés dans une Map statique et immuable, des gains de performance significatifs sont probables. L'amélioration repose sur l'annotation interne @Stable appliquée au champ privé String.hash. Cette annotation permet à la machine virtuelle de lire la valeur du hash une seule fois et de la considérer comme constante si elle n'est pas la valeur par défaut (zéro). Par conséquent, l'opération String::hashCode peut être remplacée par la valeur de hash connue, optimisant ainsi les lookups dans les Map immuables. Un cas limite est celui où le code de hachage de la chaîne est zéro, auquel cas l'optimisation ne fonctionne pas (par exemple, pour la chaîne vide “”). Bien que l'annotation @Stable soit interne au JDK, un nouveau JEP (JEP 502: Stable Values (Preview)) est en cours de développement pour permettre aux utilisateurs de bénéficier indirectement de fonctionnalités similaires. AtomicHash, une implémentation Java d'une HashMap qui est thread-safe, atomique et non-bloquante https://github.com/arxila/atomichash implémenté sous forme de version immutable de Concurrent Hash Trie Librairies Sortie de Micronaut 4.8.0 https://micronaut.io/2025/04/01/micronaut-framework-4-8-0-released/ Mise à jour de la BOM (Bill of Materials) : La version 4.8.0 met à jour la BOM de la plateforme Micronaut. Améliorations de Micronaut Core : Intégration de Micronaut SourceGen pour la génération interne de métadonnées et d'expressions bytecode. Nombreuses améliorations dans Micronaut SourceGen. Ajout du traçage de l'injection de dépendances pour faciliter le débogage au démarrage et à la création des beans. Nouveau membre definitionType dans l'annotation @Client pour faciliter le partage d'interfaces entre client et serveur. Support de la fusion dans les Bean Mappers via l'annotation @Mapping. Nouvelle liveness probe détectant les threads bloqués (deadlocked) via ThreadMXBean. Intégration Kubernetes améliorée : Mise à jour du client Java Kubernetes vers la version 22.0.1. Ajout du module Micronaut Kubernetes Client OpenAPI, offrant une alternative au client officiel avec moins de dépendances, une configuration unifiée, le support des filtres et la compatibilité Native Image. Introduction d'un nouveau runtime serveur basé sur le serveur HTTP intégré de Java, permettant de créer des applications sans dépendances serveur externes. Ajout dans Micronaut Micrometer d'un module pour instrumenter les sources de données (traces et métriques). Ajout de la condition condition dans l'annotation @MetricOptions pour contrôler l'activation des métriques via une expression. Support des Consul watches dans Micronaut Discovery Client pour détecter les changements de configuration distribuée. Possibilité de générer du code source à partir d'un schéma JSON via les plugins de build (Gradle et Maven). Web Node v24.0.0 passe en version Current: https://nodejs.org/en/blog/release/v24.0.0 Mise à jour du moteur V8 vers la version 13.6 : intégration de nouvelles fonctionnalités JavaScript telles que Float16Array, la gestion explicite des ressources (using), RegExp.escape, WebAssembly Memory64 et Error.isError. npm 11 inclus : améliorations en termes de performance, de sécurité et de compatibilité avec les packages JavaScript modernes. Changement de compilateur pour Windows : abandon de MSVC au profit de ClangCL pour la compilation de Node.js sur Windows. AsyncLocalStorage utilise désormais AsyncContextFrame par défaut : offrant une gestion plus efficace du contexte asynchrone. URLPattern disponible globalement : plus besoin d'importer explicitement cette API pour effectuer des correspondances d'URL. Améliorations du modèle de permissions : le flag expérimental --experimental-permission devient --permission, signalant une stabilité accrue de cette fonctionnalité. Améliorations du test runner : les sous-tests sont désormais attendus automatiquement, simplifiant l'écriture des tests et réduisant les erreurs liées aux promesses non gérées. Intégration d'Undici 7 : amélioration des capacités du client HTTP avec de meilleures performances et un support étendu des fonctionnalités HTTP modernes. Dépréciations et suppressions : Dépréciation de url.parse() au profit de l'API WHATWG URL. Suppression de tls.createSecurePair. Dépréciation de SlowBuffer. Dépréciation de l'instanciation de REPL sans new. Dépréciation de l'utilisation des classes Zlib sans new. Dépréciation du passage de args à spawn et execFile dans child_process. Node.js 24 est actuellement la version “Current” et deviendra une version LTS en octobre 2025. Il est recommandé de tester cette version pour évaluer son impact sur vos applications. Data et Intelligence Artificielle Apprendre à coder reste crucial et l'IA est là pour venir en aide : https://kyrylo.org/software/2025/03/27/learn-to-code-ignore-ai-then-use-ai-to-code-even-better.html Apprendre à coder reste essentiel malgré l'IA. L'IA peut assister la programmation. Une solide base est cruciale pour comprendre et contrôler le code. Cela permet d'éviter la dépendance à l'IA. Cela réduit le risque de remplacement par des outils d'IA accessibles à tous. L'IA est un outil, pas un substitut à la maîtrise des fondamentaux. Super article de Anthropic qui essaie de comprendre comment fonctionne la “pensée” des LLMs https://www.anthropic.com/research/tracing-thoughts-language-model Effet boîte noire : Stratégies internes des IA (Claude) opaques aux développeurs et utilisateurs. Objectif : Comprendre le “raisonnement” interne pour vérifier capacités et intentions. Méthode : Inspiration neurosciences, développement d'un “microscope IA” (regarder quels circuits neuronaux s'activent). Technique : Identification de concepts (“features”) et de “circuits” internes. Multilinguisme : Indice d'un “langage de pensée” conceptuel commun à toutes les langues avant de traduire dans une langue particulière. Planification : Capacité à anticiper (ex: rimes en poésie), pas seulement de la génération mot par mot (token par token). Raisonnement non fidèle : Peut fabriquer des arguments plausibles (“bullshitting”) pour une conclusion donnée. Logique multi-étapes : Combine des faits distincts, ne se contente pas de mémoriser. Hallucinations : Refus par défaut ; réponse si “connaissance” active, sinon risque d'hallucination si erreur. “Jailbreaks” : Tension entre cohérence grammaticale (pousse à continuer) et sécurité (devrait refuser). Bilan : Méthodes limitées mais prometteuses pour la transparence et la fiabilité de l'IA. Le “S” dans MCP veut dire Securité (ou pas !) https://elenacross7.medium.com/%EF%B8%8F-the-s-in-mcp-stands-for-security-91407b33ed6b La spécification MCP pour permettre aux LLMs d'avoir accès à divers outils et fonctions a peut-être été adoptée un peu rapidement, alors qu'elle n'était pas encore prête niveau sécurité L'article liste 4 types d'attaques possibles : vulnérabilité d'injection de commandes attaque d'empoisonnement d'outils redéfinition silencieuse de l'outil le shadowing d'outils inter-serveurs Pour l'instant, MCP n'est pas sécurisé : Pas de standard d'authentification Pas de chiffrement de contexte Pas de vérification d'intégrité des outils Basé sur l'article de InvariantLabs https://invariantlabs.ai/blog/mcp-security-notification-tool-poisoning-attacks Sortie Infinispan 15.2 - pre rolling upgrades 16.0 https://infinispan.org/blog/2025/03/27/infinispan-15-2 Support de Redis JSON + scripts Lua Métriques JVM désactivables Nouvelle console (PatternFly 6) Docs améliorées (métriques + logs) JDK 17 min, support JDK 24 Fin du serveur natif (performances) Guillaume montre comment développer un serveur MCP HTTP Server Sent Events avec l'implémentation de référence Java et LangChain4j https://glaforge.dev/posts/2025/04/04/mcp-client-and-server-with-java-mcp-sdk-and-langchain4j/ Développé en Java, avec l'implémentation de référence qui est aussi à la base de l'implémentation dans Spring Boot (mais indépendant de Spring) Le serveur MCP est exposé sous forme de servlet dans Jetty Le client MCP lui, est développé avec le module MCP de LangChain4j c'est semi independant de Spring dans le sens où c'est dépendant de Reactor et de ses interface. il y a une conversation sur le github d'anthropic pour trouver une solution, mais cela ne parait pas simple. Les fallacies derrière la citation “AI won't replace you, but humans using AI will” https://platforms.substack.com/cp/161356485 La fallacie de l'automatisation vs. l'augmentation : Elle se concentre sur l'amélioration des tâches existantes avec l'IA au lieu de considérer le changement de la valeur de ces tâches dans un nouveau système. La fallacie des gains de productivité : L'augmentation de la productivité ne se traduit pas toujours par plus de valeur pour les travailleurs, car la valeur créée peut être capturée ailleurs dans le système. La fallacie des emplois statiques : Les emplois sont des constructions organisationnelles qui peuvent être redéfinies par l'IA, rendant les rôles traditionnels obsolètes. La fallacie de la compétition “moi vs. quelqu'un utilisant l'IA” : La concurrence évolue lorsque l'IA modifie les contraintes fondamentales d'un secteur, rendant les compétences existantes moins pertinentes. La fallacie de la continuité du flux de travail : L'IA peut entraîner une réimagination complète des flux de travail, éliminant le besoin de certaines compétences. La fallacie des outils neutres : Les outils d'IA ne sont pas neutres et peuvent redistribuer le pouvoir organisationnel en changeant la façon dont les décisions sont prises et exécutées. La fallacie du salaire stable : Le maintien d'un emploi ne garantit pas un salaire stable, car la valeur du travail peut diminuer avec l'augmentation des capacités de l'IA. La fallacie de l'entreprise stable : L'intégration de l'IA nécessite une restructuration de l'entreprise et ne se fait pas dans un vide organisationnel. Comprendre le “sampling” dans les LLMs https://rentry.co/samplers Explique pourquoi les LLMs utilisent des tokens Les différentes méthodes de “sampling” : càd de choix de tokens Les hyperparamètres comme la température, top-p, et leur influence réciproque Les algorithmes de tokenisation comme Byte Pair Encoding et SentencePiece. Un de moins … OpenAI va racheter Windsurf pour 3 milliards de dollars. https://www.bloomberg.com/news/articles/2025-05-06/openai-reaches-agreement-to-buy-startup-windsurf-for-3-billion l'accord n'est pas encore finalisé Windsurf était valorisé à 1,25 milliards l'an dernier et OpenAI a levé 40 milliards dernièrement portant sa valeur à 300 milliards Le but pour OpenAI est de rentrer dans le monde des assistants de code pour lesquels ils sont aujourd'hui absent Docker desktop se met à l'IA… ? Une nouvelle fonctionnalité dans docker desktop 4.4 sur macos: Docker Model Runner https://dev.to/docker/run-genai-models-locally-with-docker-model-runner-5elb Permet de faire tourner des modèles nativement en local ( https://docs.docker.com/model-runner/ ) mais aussi des serveurs MCP ( https://docs.docker.com/ai/mcp-catalog-and-toolkit/ ) Outillage Jetbrains défend la suppression des commentaires négatifs sur son assistant IA https://devclass.com/2025/04/30/jetbrains-defends-removal-of-negative-reviews-for-unpopular-ai-assistant/?td=rt-3a L'IA Assistant de JetBrains, lancée en juillet 2023, a été téléchargée plus de 22 millions de fois mais n'est notée que 2,3 sur 5. Des utilisateurs ont remarqué que certaines critiques négatives étaient supprimées, ce qui a provoqué une réaction négative sur les réseaux sociaux. Un employé de JetBrains a expliqué que les critiques ont été supprimées soit parce qu'elles mentionnaient des problèmes déjà résolus, soit parce qu'elles violaient leur politique concernant les “grossièretés, etc.” L'entreprise a reconnu qu'elle aurait pu mieux gérer la situation, un représentant déclarant : “Supprimer plusieurs critiques d'un coup sans préavis semblait suspect. Nous aurions dû au moins publier un avis et fournir plus de détails aux auteurs.” Parmi les problèmes de l'IA Assistant signalés par les utilisateurs figurent : un support limité pour les fournisseurs de modèles tiers, une latence notable, des ralentissements fréquents, des fonctionnalités principales verrouillées aux services cloud de JetBrains, une expérience utilisateur incohérente et une documentation insuffisante. Une plainte courante est que l'IA Assistant s'installe sans permission. Un utilisateur sur Reddit l'a qualifié de “plugin agaçant qui s'auto-répare/se réinstalle comme un phénix”. JetBrains a récemment introduit un niveau gratuit et un nouvel agent IA appelé Junie, destiné à fonctionner parallèlement à l'IA Assistant, probablement en réponse à la concurrence entre fournisseurs. Mais il est plus char a faire tourner. La société s'est engagée à explorer de nouvelles approches pour traiter les mises à jour majeures différemment et envisage d'implémenter des critiques par version ou de marquer les critiques comme “Résolues” avec des liens vers les problèmes correspondants au lieu de les supprimer. Contrairement à des concurrents comme Microsoft, AWS ou Google, JetBrains commercialise uniquement des outils et services de développement et ne dispose pas d'une activité cloud distincte sur laquelle s'appuyer. Vos images de README et fichiers Markdown compatibles pour le dark mode de GitHub: https://github.blog/developer-skills/github/how-to-make-your-images-in-markdown-on-github-adjust-for-dark-mode-and-light-mode/ Seulement quelques lignes de pure HTML pour le faire Architecture Alors, les DTOs, c'est bien ou c'est pas bien ? https://codeopinion.com/dtos-mapping-the-good-the-bad-and-the-excessive/ Utilité des DTOs : Les DTOs servent à transférer des données entre les différentes couches d'une application, en mappant souvent les données entre différentes représentations (par exemple, entre la base de données et l'interface utilisateur). Surutilisation fréquente : L'article souligne que les DTOs sont souvent utilisés de manière excessive, notamment pour créer des API HTTP qui ne font que refléter les entités de la base de données, manquant ainsi l'opportunité de composer des données plus riches. Vraie valeur : La valeur réelle des DTOs réside dans la gestion du couplage entre les couches et la composition de données provenant de sources multiples en formes optimisées pour des cas d'utilisation spécifiques. Découplage : Il est suggéré d'utiliser les DTOs pour découpler les modèles de données internes des contrats externes (comme les API), ce qui permet une évolution et une gestion des versions indépendantes. Exemple avec CQRS : Dans le cadre de CQRS (Command Query Responsibility Segregation), les réponses aux requêtes (queries) agissent comme des DTOs spécifiquement adaptés aux besoins de l'interface utilisateur, pouvant inclure des données de diverses sources. Protection des données internes : Les DTOs aident à distinguer et protéger les modèles de données internes (privés) des changements externes (publics). Éviter l'excès : L'auteur met en garde contre les couches de mapping excessives (mapper un DTO vers un autre DTO) qui n'apportent pas de valeur ajoutée. Création ciblée : Il est conseillé de ne créer des DTOs que lorsqu'ils résolvent des problèmes concrets, tels que la gestion du couplage ou la facilitation de la composition de données. Méthodologies Même Guillaume se met au “vibe coding” https://glaforge.dev/posts/2025/05/02/vibe-coding-an-mcp-server-with-micronaut-and-gemini/ Selon Andrey Karpathy, c'est le fait de POC-er un proto, une appli jetable du weekend https://x.com/karpathy/status/1886192184808149383 Mais Simon Willison s'insurge que certains confondent coder avec l'assistance de l'IA avec le vibe coding https://simonwillison.net/2025/May/1/not-vibe-coding/ Guillaume c'est ici amusé à développer un serveur MCP avec Micronaut, en utilisant Gemini, l'IA de Google. Contrairement à Quarkus ou Spring Boot, Micronaut n'a pas encore de module ou de support spécifique pour faciliter la création de serveur MCP Sécurité Une faille de sécurité 10/10 sur Tomcat https://www.it-connect.fr/apache-tomcat-cette-faille-activement-exploitee-seulement-30-heures-apres-sa-divulgation-patchez/ Une faille de sécurité critique (CVE-2025-24813) affecte Apache Tomcat, permettant l'exécution de code à distance Cette vulnérabilité est activement exploitée seulement 30 heures après sa divulgation du 10 mars 2025 L'attaque ne nécessite aucune authentification et est particulièrement simple à exécuter Elle utilise une requête PUT avec une charge utile Java sérialisée encodée en base64, suivie d'une requête GET L'encodage en base64 permet de contourner la plupart des filtres de sécurité Les serveurs vulnérables utilisent un stockage de session basé sur des fichiers (configuration répandue) Les versions affectées sont : 11.0.0-M1 à 11.0.2, 10.1.0-M1 à 10.1.34, et 9.0.0.M1 à 9.0.98 Les mises à jour recommandées sont : 11.0.3+, 10.1.35+ et 9.0.99+ Les experts prévoient des attaques plus sophistiquées dans les prochaines phases d'exploitation (upload de config ou jsp) Sécurisation d'un serveur ssh https://ittavern.com/ssh-server-hardening/ un article qui liste les configurations clés pour sécuriser un serveur SSH par exemple, enlever password authentigfication, changer de port, desactiver le login root, forcer le protocol ssh 2, certains que je ne connaissais pas comme MaxStartups qui limite le nombre de connections non authentifiées concurrentes Port knocking est une technique utile mais demande une approche cliente consciente du protocol Oracle admet que les identités IAM de ses clients ont leaké https://www.theregister.com/2025/04/08/oracle_cloud_compromised/ Oracle a confirmé à certains clients que son cloud public a été compromis, alors que l'entreprise avait précédemment nié toute intrusion. Un pirate informatique a revendiqué avoir piraté deux serveurs d'authentification d'Oracle et volé environ six millions d'enregistrements, incluant des clés de sécurité privées, des identifiants chiffrés et des entrées LDAP. La faille exploitée serait la vulnérabilité CVE-2021-35587 dans Oracle Access Manager, qu'Oracle n'avait pas corrigée sur ses propres systèmes. Le pirate a créé un fichier texte début mars sur login.us2.oraclecloud.com contenant son adresse email pour prouver son accès. Selon Oracle, un ancien serveur contenant des données vieilles de huit ans aurait été compromis, mais un client affirme que des données de connexion aussi récentes que 2024 ont été dérobées. Oracle fait face à un procès au Texas concernant cette violation de données. Cette intrusion est distincte d'une autre attaque contre Oracle Health, sur laquelle l'entreprise refuse de commenter. Oracle pourrait faire face à des sanctions sous le RGPD européen qui exige la notification des parties affectées dans les 72 heures suivant la découverte d'une fuite de données. Le comportement d'Oracle consistant à nier puis à admettre discrètement l'intrusion est inhabituel en 2025 et pourrait mener à d'autres actions en justice collectives. Une GitHub action très populaire compromise https://www.stepsecurity.io/blog/harden-runner-detection-tj-actions-changed-files-action-is-compromised Compromission de l'action tj-actions/changed-files : En mars 2025, une action GitHub très utilisée (tj-actions/changed-files) a été compromise. Des versions modifiées de l'action ont exposé des secrets CI/CD dans les logs de build. Méthode d'attaque : Un PAT compromis a permis de rediriger plusieurs tags de version vers un commit contenant du code malveillant. Détails du code malveillant : Le code injecté exécutait une fonction Node.js encodée en base64, qui téléchargeait un script Python. Ce script parcourait la mémoire du runner GitHub à la recherche de secrets (tokens, clés…) et les exposait dans les logs. Dans certains cas, les données étaient aussi envoyées via une requête réseau. Période d'exposition : Les versions compromises étaient actives entre le 12 et le 15 mars 2025. Tout dépôt, particulièrement ceux publiques, ayant utilisé l'action pendant cette période doit être considéré comme potentiellement exposé. Détection : L'activité malveillante a été repérée par l'analyse des comportements inhabituels pendant l'exécution des workflows, comme des connexions réseau inattendues. Réaction : GitHub a supprimé l'action compromise, qui a ensuite été nettoyée. Impact potentiel : Tous les secrets apparaissant dans les logs doivent être considérés comme compromis, même dans les dépôts privés, et régénérés sans délai. Loi, société et organisation Les startup the YCombinateur ont les plus fortes croissances de leur histoire https://www.cnbc.com/2025/03/15/y-combinator-startups-are-fastest-growing-in-fund-history-because-of-ai.html Les entreprises en phase de démarrage à Silicon Valley connaissent une croissance significative grâce à l'intelligence artificielle. Le PDG de Y Combinator, Garry Tan, affirme que l'ensemble des startups de la dernière cohorte a connu une croissance hebdomadaire de 10% pendant neuf mois. L'IA permet aux développeurs d'automatiser des tâches répétitives et de générer du code grâce aux grands modèles de langage. Pour environ 25% des startups actuelles de YC, 95% de leur code a été écrit par l'IA. Cette révolution permet aux entreprises de se développer avec moins de personnel - certaines atteignant 10 millions de dollars de revenus avec moins de 10 employés. La mentalité de “croissance à tout prix” a été remplacée par un renouveau d'intérêt pour la rentabilité. Environ 80% des entreprises présentées lors du “demo day” étaient centrées sur l'IA, avec quelques startups en robotique et semi-conducteurs. Y Combinator investit 500 000 dollars dans les startups en échange d'une participation au capital, suivi d'un programme de trois mois. Red Hat middleware (ex-jboss) rejoint IBM https://markclittle.blogspot.com/2025/03/red-hat-middleware-moving-to-ibm.html Les activités Middleware de Red Hat (incluant JBoss, Quarkus, etc.) vont être transférées vers IBM, dans l'unité dédiée à la sécurité des données, à l'IAM et aux runtimes. Ce changement découle d'une décision stratégique de Red Hat de se concentrer davantage sur le cloud hybride et l'intelligence artificielle. Mark Little explique que ce transfert était devenu inévitable, Red Hat ayant réduit ses investissements dans le Middleware ces dernières années. L'intégration vise à renforcer l'innovation autour de Java en réunissant les efforts de Red Hat et IBM sur ce sujet. Les produits Middleware resteront open source et les clients continueront à bénéficier du support habituel sans changement. Mark Little affirme que des projets comme Quarkus continueront à être soutenus et que cette évolution est bénéfique pour la communauté Java. Un an de commonhaus https://www.commonhaus.org/activity/253.html un an, démarré sur les communautés qu'ils connaissaient bien maintenant 14 projets et put en accepter plus confiance, gouvernance legère et proteger le futur des projets automatisation de l'administratif, stabiilité sans complexité, les developpeurs au centre du processus de décision ils ont besoins de members et supporters (financiers) ils veulent accueillir des projets au delà de ceux du cercles des Java Champions Spring Cloud Data Flow devient un produit commercial et ne sera plus maintenu en open source https://spring.io/blog/2025/04/21/spring-cloud-data-flow-commercial Peut-être sous l'influence de Broadcom, Spring se met à mettre en mode propriétaire des composants du portefeuille Spring ils disent que peu de gens l'utilisaent en mode OSS et la majorité venait d'un usage dans la plateforme Tanzu Maintenir en open source le coutent du temps qu'ils son't pas sur ces projets. La CNCF protège le projet NATS, dans la fondation depuis 2018, vu que la société Synadia qui y contribue souhaitait reprendre le contrôle du projet https://www.cncf.io/blog/2025/04/24/protecting-nats-and-the-integrity-of-open-source-cncfs-commitment-to-the-community/ CNCF : Protège projets OS, gouvernance neutre. Synadia vs CNCF : Veut retirer NATS, licence non-OS (BUSL). CNCF : Accuse Synadia de “claw back” (reprise illégitime). Revendications Synadia : Domaine nats.io, orga GitHub. Marque NATS : Synadia n'a pas transféré (promesse rompue malgré aide CNCF). Contestation Synadia : Juge règles CNCF “trop vagues”. Vote interne : Mainteneurs Synadia votent sortie CNCF (sans communauté). Support CNCF : Investissement majeur ($ audits, légal), succès communautaire (>700 orgs). Avenir NATS (CNCF) : Maintien sous Apache 2.0, gouvernance ouverte. Actions CNCF : Health check, appel mainteneurs, annulation marque Synadia, rejet demandes. Mais finalement il semble y avoir un bon dénouement : https://www.cncf.io/announcements/2025/05/01/cncf-and-synadia-align-on-securing-the-future-of-the-nats-io-project/ Accord pour l'avenir de NATS.io : La Cloud Native Computing Foundation (CNCF) et Synadia ont conclu un accord pour sécuriser le futur du projet NATS.io. Transfert des marques NATS : Synadia va céder ses deux enregistrements de marque NATS à la Linux Foundation afin de renforcer la gouvernance ouverte du projet. Maintien au sein de la CNCF : L'infrastructure et les actifs du projet NATS resteront sous l'égide de la CNCF, garantissant ainsi sa stabilité à long terme et son développement en open source sous licence Apache-2.0. Reconnaissance et engagement : La Linux Foundation, par la voix de Todd Moore, reconnaît les contributions de Synadia et son soutien continu. Derek Collison, PDG de Synadia, réaffirme l'engagement de son entreprise envers NATS et la collaboration avec la Linux Foundation et la CNCF. Adoption et soutien communautaire : NATS est largement adopté et considéré comme une infrastructure critique. Il bénéficie d'un fort soutien de la communauté pour sa nature open source et l'implication continue de Synadia. Finalement, Redis revient vers une licence open source OSI, avec la AGPL https://foojay.io/today/redis-is-now-available-under-the-agplv3-open-source-license/ Redis passe à la licence open source AGPLv3 pour contrer l'exploitation par les fournisseurs cloud sans contribution. Le passage précédent à la licence SSPL avait nui à la relation avec la communauté open source. Salvatore Sanfilippo (antirez) est revenu chez Redis. Redis 8 adopte la licence AGPL, intègre les fonctionnalités de Redis Stack (JSON, Time Series, etc.) et introduit les “vector sets” (le support de calcul vectoriel développé par Salvatore). Ces changements visent à renforcer Redis en tant que plateforme appréciée des développeurs, conformément à la vision initiale de Salvatore. Conférences La liste des conférences provenant de Developers Conferences Agenda/List par Aurélie Vache et contributeurs : 6-7 mai 2025 : GOSIM AI Paris - Paris (France) 7-9 mai 2025 : Devoxx UK - London (UK) 15 mai 2025 : Cloud Toulouse - Toulouse (France) 16 mai 2025 : AFUP Day 2025 Lille - Lille (France) 16 mai 2025 : AFUP Day 2025 Lyon - Lyon (France) 16 mai 2025 : AFUP Day 2025 Poitiers - Poitiers (France) 22-23 mai 2025 : Flupa UX Days 2025 - Paris (France) 24 mai 2025 : Polycloud - Montpellier (France) 24 mai 2025 : NG Baguette Conf 2025 - Nantes (France) 3 juin 2025 : TechReady - Nantes (France) 5-6 juin 2025 : AlpesCraft - Grenoble (France) 5-6 juin 2025 : Devquest 2025 - Niort (France) 10-11 juin 2025 : Modern Workplace Conference Paris 2025 - Paris (France) 11-13 juin 2025 : Devoxx Poland - Krakow (Poland) 12 juin 2025 : Positive Design Days - Strasbourg (France) 12-13 juin 2025 : Agile Tour Toulouse - Toulouse (France) 12-13 juin 2025 : DevLille - Lille (France) 13 juin 2025 : Tech F'Est 2025 - Nancy (France) 17 juin 2025 : Mobilis In Mobile - Nantes (France) 19-21 juin 2025 : Drupal Barcamp Perpignan 2025 - Perpignan (France) 24 juin 2025 : WAX 2025 - Aix-en-Provence (France) 25-26 juin 2025 : Agi'Lille 2025 - Lille (France) 25-27 juin 2025 : BreizhCamp 2025 - Rennes (France) 26-27 juin 2025 : Sunny Tech - Montpellier (France) 1-4 juillet 2025 : Open edX Conference - 2025 - Palaiseau (France) 7-9 juillet 2025 : Riviera DEV 2025 - Sophia Antipolis (France) 5 septembre 2025 : JUG Summer Camp 2025 - La Rochelle (France) 12 septembre 2025 : Agile Pays Basque 2025 - Bidart (France) 18-19 septembre 2025 : API Platform Conference - Lille (France) & Online 23 septembre 2025 : OWASP AppSec France 2025 - Paris (France) 25-26 septembre 2025 : Paris Web 2025 - Paris (France) 2-3 octobre 2025 : Volcamp - Clermont-Ferrand (France) 3 octobre 2025 : DevFest Perros-Guirec 2025 - Perros-Guirec (France) 6-10 octobre 2025 : Devoxx Belgium - Antwerp (Belgium) 7 octobre 2025 : BSides Mulhouse - Mulhouse (France) 9-10 octobre 2025 : Forum PHP 2025 - Marne-la-Vallée (France) 9-10 octobre 2025 : EuroRust 2025 - Paris (France) 16 octobre 2025 : PlatformCon25 Live Day Paris - Paris (France) 16-17 octobre 2025 : DevFest Nantes - Nantes (France) 30-31 octobre 2025 : Agile Tour Bordeaux 2025 - Bordeaux (France) 30-31 octobre 2025 : Agile Tour Nantais 2025 - Nantes (France) 30 octobre 2025-2 novembre 2025 : PyConFR 2025 - Lyon (France) 4-7 novembre 2025 : NewCrafts 2025 - Paris (France) 6 novembre 2025 : dotAI 2025 - Paris (France) 7 novembre 2025 : BDX I/O - Bordeaux (France) 12-14 novembre 2025 : Devoxx Morocco - Marrakech (Morocco) 13 novembre 2025 : DevFest Toulouse - Toulouse (France) 15-16 novembre 2025 : Capitole du Libre - Toulouse (France) 20 novembre 2025 : OVHcloud Summit - Paris (France) 21 novembre 2025 : DevFest Paris 2025 - Paris (France) 27 novembre 2025 : Devfest Strasbourg 2025 - Strasbourg (France) 28 novembre 2025 : DevFest Lyon - Lyon (France) 5 décembre 2025 : DevFest Dijon 2025 - Dijon (France) 10-11 décembre 2025 : Devops REX - Paris (France) 10-11 décembre 2025 : Open Source Experience - Paris (France) 28-31 janvier 2026 : SnowCamp 2026 - Grenoble (France) 2-6 février 2026 : Web Days Convention - Aix-en-Provence (France) 23-25 avril 2026 : Devoxx Greece - Athens (Greece) 17 juin 2026 : Devoxx Poland - Krakow (Poland) Nous contacter Pour réagir à cet épisode, venez discuter sur le groupe Google https://groups.google.com/group/lescastcodeurs Contactez-nous via X/twitter https://twitter.com/lescastcodeurs ou Bluesky https://bsky.app/profile/lescastcodeurs.com Faire un crowdcast ou une crowdquestion Soutenez Les Cast Codeurs sur Patreon https://www.patreon.com/LesCastCodeurs Tous les épisodes et toutes les infos sur https://lescastcodeurs.com/

Sponsor Details:Insta360 X5 Camera. To bag a free invisible selfie stick worth US$24.99 with your purchase, head to store.insta360.com and use the promo code "spacetime", available for the first 30 standard package purchases only.This episode of SpaceTime explores fascinating new discoveries and urgent updates from the cosmos.First, astronomers have identified a vast molecular gas and dust cloud named Eos, located just 300 light years away from Earth. This remarkable finding, published in the journal Nature Astronomy, marks the first detection of a molecular cloud using far ultraviolet emissions of molecular hydrogen. Eos, which is composed primarily of hydrogen, presents unique opportunities for studying the interstellar medium and the processes of star formation. We discuss the implications of this discovery and how it could reshape our understanding of molecular clouds across the galaxy.Jupiter's Polar Cyclones Under the MicroscopeNext, we delve into the latest revelations from NASA's Juno mission, which is providing new insights into Jupiter's ferocious polar cyclones and the volcanic activity on its moon Io. With fresh observations, scientists are uncovering the dynamics of Jupiter's atmosphere and the subsurface temperature profile of Io, shedding light on the gas giant's extreme weather patterns and the moon's geological activity.Out of Control Russian SpacecraftFinally, we discuss the impending re-entry of the Venera 8 spacecraft, a remnant of the Soviet era, which is expected to crash back to Earth on May 10. Launched in 1972, this spacecraft has been tumbling in low Earth orbit for over five decades. We examine the risks associated with its uncontrolled descent and the potential impact it may have upon re-entry.www.spacetimewithstuartgary.com✍️ Episode ReferencesNature Astronomyhttps://www.nature.com/natureastronomy/NASA Juno Missionhttps://www.nasa.gov/mission_pages/juno/main/index.htmlBecome a supporter of this podcast: https://www.spreaker.com/podcast/spacetime-space-astronomy--2458531/support.00:00 This is space Time Series 28, episode 54 for broadcast on the 5th May, 202500:48 Astronomers have discovered a vast invisible molecular, gas and dust cloud near Earth12:40 Two key experiments are needed to help us understand the origin of Jupiter15:42 A failed Soviet spacecraft designed to land on Venus is about to crash on Earth19:00 New study claims people who use cannabis have higher risk of heart attack21:12 New study claims ghost lanterns in South Carolina may be caused by earthquakes

This episode of SpaceTime is brought to you with the support of Incogni - take back control of your data online by getting Incogni for not very much money. To check our sprcial SpaceTime listeners deal, visit www,incogni.com/spacetime.In this episode of SpaceTime, we uncover groundbreaking discoveries and updates from the cosmos. First, NASA's Curiosity Rover has revealed evidence of a carbon cycle on Mars, with significant carbon deposits found in Gale Crater. This finding, detailed in the journal Science, brings researchers closer to understanding Mars's potential to support life in its past. We discuss the implications of these findings and what they mean for the Red Planet's climatic history and habitability.Square Kilometer Array UpdateNext, we provide an exciting update on the billion-dollar Square Kilometer Array (SKA) project, the world's largest radio telescope currently under construction in Australia and South Africa. We explore how this massive facility will revolutionize our understanding of the universe, operating at unprecedented speeds and sensitivities. With 132,000 antennas spread over vast distances, the SKA aims to answer fundamental questions about gravity, magnetism, and the evolution of galaxies.Busy Times at the International Space StationFinally, we take a look at the bustling activity aboard the International Space Station. With recent crew returns and new cargo deliveries, including groundbreaking experiments on time measurement and gravitational research, the ISS continues to be a hub of scientific advancement. We discuss the latest missions and what they mean for future exploration and research in space.www.spacetimewithstuartgary.com✍️ Episode ReferencesSciencehttps://www.science.org/Square Kilometer Arrayhttps://www.skao.int/NASAhttps://www.nasa.gov/Become a supporter of this podcast: https://www.spreaker.com/podcast/spacetime-space-astronomy--2458531/support.00:00 This is space Time Series 28, episode 53 for broadcast on 2 May 202500:25 NASA's Mars Curiosity Rover finds evidence of a carbon cycle on the Red Planet03:51 Construction works well advanced on world's largest radio telescope, the SKA07:40 Scientists are building the world's largest radio telescope to probe the deep universe10:40 Three crew members from the International Space Station have successfully returned to Earth13:44 Previous studies suggested H5N1 bird flu could spread easily between mammals16:33 Australian Skeptics has debunked 15 popular supernatural claims20:00 Some of the things people take seriously have since been proved to Be fake24:23 Haunted locations are always dangerous. Are ghosts always dangerous? 

This episode of SpaceTime is brought you with the support of NordVPN...our official VPN service. To get your 74% discount plus 4 months extra for free, all with a 30 day money back guarantee, simply visit www.nordvpn.com/spacetimeSupport the show and check them out.In this episode of SpaceTime, we delve into the mysterious absence of river deltas on Titan, Saturn's largest moon. Despite having rivers of methane and ethane, a new study published in the Journal of Geophysical Research Planets reveals that Titan is largely devoid of these geological features, raising intriguing questions about its unique processes and history. We discuss the implications of this finding and what it means for our understanding of Titan's climate and geological past.Volcanic History of MarsNext, we explore groundbreaking research from NASA's Perseverance rover, which has uncovered a diverse array of iron-rich volcanic rocks in Jezero Crater. This study, reported in Science Advances, provides fresh insights into Mars's geological history and its potential to have supported ancient life. The findings reveal complex volcanic processes that may have occurred on the Red Planet, enhancing our understanding of its habitability.Rare Earth Metals in Exoplanet AtmosphereFinally, we celebrate the discovery of rare Earth metals in the atmosphere of Kelt 9b, one of the hottest known exoplanets. Astronomers have detected vaporized elements such as sodium, magnesium, and the rare Earth metals scandium and yttrium, marking a significant milestone in exoplanet research. This discovery opens new avenues for understanding the atmospheres of distant worlds and their unique compositions.www.spacetimewithstuartgary.com✍️ Episode ReferencesJournal of Geophysical Research Planetshttps://agupubs.onlinelibrary.wiley.com/journal/21699356Science Advanceshttps://www.science.org/journal/sciadvAstronomy and Astrophysicshttps://www.aanda.org/NASAhttps://www.nasa.gov/Become a supporter of this podcast: https://www.spreaker.com/podcast/spacetime-space-astronomy--2458531/support.00:00 This is space Time Series 28, Episode 52 for broadcast on 30 April 202500:46 Scientists are looking for Titan's missing river deltas06:02 NASA's Mars Perseverance Rover is analyzing Martian volcanic rocks10:17 Astronomers have discovered rare Earth metals in the atmosphere of a hot exoplanet17:58 People who were conceived during colder seasons store fat differently, study finds20:25 YouTube is celebrating its 20th birthday with some interesting stats22:16 Google to launch Android 16 three or four months earlier than Apple's iOS

We need to talk about talents – AI talents. We lack them in companies (really?), but also in universities, and, "Now that Trump is in power in America, it is easy to poach them and bring them to Europe," according to some politicians. The idea is not far-fetched, but Trump bashing alone will not attract anyone to Europe. Europe first has to do its homework.

Nikolay and Michael discuss time-series considerations for Postgres — including when it matters, some tips for avoiding issues, performance considerations, and more. Here are some links to things they mentioned:Time series data https://en.wikipedia.org/wiki/Time_seriesTimescaleDB https://github.com/timescale/timescaledb13 Tips to Improve PostgreSQL Insert Performance https://www.timescale.com/blog/13-tips-to-improve-postgresql-insert-performanceWhy we're leaving the cloud (37 Signals / Basecamp / David Heinemeier Hansson) https://world.hey.com/dhh/why-we-re-leaving-the-cloud-654b47e0UUID v7 and partitioning (“how to” by Nikolay) https://gitlab.com/postgres-ai/postgresql-consulting/postgres-howtos/-/blob/main/0065_uuid_v7_and_partitioning_timescaledb.mdpg_cron https://github.com/citusdata/pg_cronpg_partman https://github.com/pgpartman/pg_partmanOur episode on BRIN indexes https://postgres.fm/episodes/brin-indexesTutorial from Citus (Andres Freund and Marco Slot) including rollups https://www.youtube.com/watch?v=0ybz6zuXCPoIoT with PostgreSQL (talk by Chris Ellis) https://youtube.com/watch?v=KnUoDBGv4aw&t=58pg_timeseries https://github.com/tembo-io/pg_timeseriesDuckDB https://duckdb.org~~~What did you like or not like? What should we discuss next time? Let us know via a YouTube comment, on social media, or by commenting on our Google doc!~~~Postgres FM is produced by:Michael Christofides, founder of pgMustardNikolay Samokhvalov, founder of Postgres.aiWith credit to:Jessie Draws for the elephant artwork

Real-Time Forecasting Faceoff: Time Series vs. DNNs // MLOps Podcast #305 with Josh Xi, Data Scientist at Lyft.Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter // AbstractIn real-time forecasting (e.g. geohash level demand and supply forecast for an entire region), time series-based forecasting methods are widely adopted due to their simplicity and ease of training. This discussion explores how Lyft uses time series forecasting to respond to real-time market dynamics, covering practical tips and tricks for implementing these methods, an in-depth look at their adaptability for online re-training, and discussions on their interpretability and user intervention capabilities. By examining these topics, listeners will understand how time series forecasting can outperform DNNs, and how to effectively use time series forecasting for dynamic market conditions and decision-making applications.// BioJosh is a data scientist from the Marketplace team at Lyft, working on forecasting and modeling of marketplace signals that power products like pricing and driver incentives. Josh got his PHD in Operations Research in 2013, with minors in Statistics and Economics. Prior to joining Lyft, he worked as a research scientist in the Operations Research Lab at General Motors, focusing on optimization, simulation and forecasting modeling related to vehicle manufacturing, supply chain and car sharing systems.// Related LinksWebsite: https://www.lyft.com/~~~~~~~~ ✌️Connect With Us ✌️ ~~~~~~~Catch all episodes, blogs, newsletters, and more: https://go.mlops.community/TYExploreJoin our slack community [https://go.mlops.community/slack]Follow us on X/Twitter [@mlopscommunity](https://x.com/mlopscommunity) or [LinkedIn](https://go.mlops.community/linkedin)] Sign up for the next meetup: [https://go.mlops.community/register]MLOps Swag/Merch: [https://shop.mlops.community/]Connect with Demetrios on LinkedIn: /dpbrinkmConnect with Josh on LinkedIn: /joshxiaominxi

This episode delves into the profound concept of time and death in Hindu philosophy, embodied by Lord Shiva as Mahakaal. Set against the backdrop of the holy Mahakaleshwar temple in Ujjain (India), the episode weaves together mythology, astronomy, and spiritual insights.Bibliography:Shastri, J. L. (1970). Shivapurana. Motilal Banarsidass Publishers.Debroy, B. (2012). The Shiv Purana. Penguin Books India.Flood, G. D. (1996). An Introduction to Hinduism. Cambridge University Press.Kramrisch, S. (1981). The Presence of Siva. Princeton University Press.Topic: Indian mythology | Hindu mythology | HinduismKo-fi: ⁠⁠http://ko-fi.com/namaskarindia⁠⁠UPI ID: 9893547492@paytmPaypal: ⁠⁠⁠https://www.paypal.com/paypalme/aduppala⁠⁠⁠Instagram: ⁠⁠⁠https://www.instagram.com/namaskarindialive/⁠⁠⁠⁠Facebook: ⁠⁠⁠https://www.facebook.com/namaskarindialive⁠⁠⁠Twitter: ⁠⁠⁠https://twitter.com/AradhanaDuppala⁠⁠⁠Youtube: ⁠⁠⁠https://www.youtube.com/c/NamaskarIndia⁠⁠⁠WhatsApp Discussions: ⁠⁠https://chat.whatsapp.com/H8IUJPlB32cA2soTjrTghV⁠⁠WhatsApp Announcements: ⁠⁠https://chat.whatsapp.com/KVd5UHxumW90TxLHjkB89k⁠

Send us a textWe discussed the challenges of working with time series data, particularly in the context of machine learning and AI, highlighting the complexity and the need for automation in feature engineering. The importance of balancing accuracy and complexity in model creation was emphasized, with a focus on avoiding overfitting and ensuring models remain effective in real-world applications. The potential integration of business context data, such as sales data, with cloud consumption data to enhance anomaly detection and forecasting models was proposed. The discussion touched on the economic value of anomaly detection, with a focus on proving that early detection can lead to significant cost savings. The target audience for the anomaly detection system was identified as FinOps managers, who would use the system to manage cloud-related financial topics and coordinate with engineers to address anomalies. 

Welcome back to Bingetown! After Season 1 ended, the crew had the absolute pleasure of speaking with Alexandre Willaume! Many of of you may know him as Thom Merillin from Amazon's the Wheel of Time Series and Kjartan The Cruel from BBC & Netflix's The Last Kingdom (among many other things). While sharing a beer with Alexandre, we discuss The Wheel of Time, The last kingdom, and he even flips us off for something we said on the podcast about him

Uncover how the 'five limbs' of Panchang—Tithi, Yoga, Karana, Nakshatra and Var—shape daily life and auspicious events through celestial observations. Learn how the Hindu calendar harmoniously blends solar and lunar cycles to maintain alignment with nature's rhythms, ensuring a prosperous life in tune with the cosmic order.Bibliography:Sen, S. N., & Bag, A. K. (1983). The Sūrya-Siddhānta: A Text-book of Hindu Astronomy. Philadelphia: American Philosophical Society.Kapoor, S. D. (2005). Indian Calendar from Post-Vedic Period to AD 1900: An Analytical Study. New Delhi: Bharatiya Vidya Bhavan.Burgess, E. (2002). The Surya Siddhanta and the Siddhanta Siromani: A Textbook of Hindu Astronomy. Alachua, Florida: Golden Egg Publishing Company.Topic: History of India | Astronomy | AstrologyKo-fi: ⁠⁠http://ko-fi.com/namaskarindia⁠⁠UPI ID: 9893547492@paytmPaypal: ⁠⁠⁠https://www.paypal.com/paypalme/aduppala⁠⁠⁠Instagram: ⁠⁠⁠https://www.instagram.com/namaskarindialive/⁠⁠⁠⁠Facebook: ⁠⁠⁠https://www.facebook.com/namaskarindialive⁠⁠⁠Twitter: ⁠⁠⁠https://twitter.com/AradhanaDuppala⁠⁠⁠Youtube: ⁠⁠⁠https://www.youtube.com/c/NamaskarIndia⁠⁠⁠WhatsApp Discussions: ⁠⁠https://chat.whatsapp.com/H8IUJPlB32cA2soTjrTghV⁠⁠WhatsApp Announcements: ⁠⁠https://chat.whatsapp.com/KVd5UHxumW90TxLHjkB89k⁠

Frank Hutter and his team were recently able to secure nine million euros. They are now embarking on timeseries and their first industrial projects. What are the Freiburg-based company's plans?

In this episode of the IoT For All Podcast, Evan Kaplan, CEO of InfluxData, joins Ryan Chacon to discuss time series data in IoT. The conversation covers the challenges of managing time series data, architecture and design considerations for handling time series data, optimizing data ingestion, organization, and querying, the integration of time series data with machine learning models, and the growing role of sensors and data in creating intelligent, autonomous systems. Evan Kaplan is a passionate entrepreneur and technology leader with nearly 25 years of experience in the CEO role. Evan's career spans from creating startups in his own garage to leading NASDAQ-listed companies generating nearly $200M in annual revenue. Prior to InfluxData, Evan served as Executive in Residence at Trinity Ventures, President and CEO at iPass Corporation (the leader in global Wi-Fi connectivity), and Founder, Chairman, and CEO at Aventail Corporation (the pioneer of SSLVPNs, now part of the Dell Corporation). InfluxData is the creator of InfluxDB, the leading time series platform used to collect, store, and analyze all time series data at any scale. Developers can query and analyze their time-stamped data in real-time to discover, interpret, and share new insights to gain a competitive edge. InfluxData is a remote-first company with a globally distributed workforce. Discover more about IoT at https://www.iotforall.com Find IoT solutions: https://marketplace.iotforall.com More about InfluxData: https://www.influxdata.com Connect with Evan: https://www.linkedin.com/in/kaplanevan/ (00:00) Intro (00:09) Evan Kaplan and InfluxData (00:47) What is time series data? (03:57) Managing time series data and challenges (09:15) What IoT applications use time series data? (12:04) Trends in data management (13:28) Future outlook on sensors and data (15:28) Learn more and follow up Subscribe to the Channel: https://bit.ly/2NlcEwm Join Our Newsletter: https://newsletter.iotforall.com Follow Us on Social: https://linktr.ee/iot4all

Proudly sponsored by PyMC Labs, the Bayesian Consultancy. Book a call, or get in touch!My Intuitive Bayes Online Courses1:1 Mentorship with meOur theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work!Visit our Patreon page to unlock exclusive Bayesian swag ;)Takeaways:Bayesian statistics offers a robust framework for econometric modeling.State space models provide a comprehensive way to understand time series data.Gaussian random walks serve as a foundational model in time series analysis.Innovations represent external shocks that can significantly impact forecasts.Understanding the assumptions behind models is key to effective forecasting.Complex models are not always better; simplicity can be powerful.Forecasting requires careful consideration of potential disruptions. Understanding observed and hidden states is crucial in modeling.Latent abilities can be modeled as Gaussian random walks.State space models can be highly flexible and diverse.Composability allows for the integration of different model components.Trends in time series should reflect real-world dynamics.Seasonality can be captured through Fourier bases.AR components help model residuals in time series data.Exogenous regression components can enhance state space models.Causal analysis in time series often involves interventions and counterfactuals.Time-varying regression allows for dynamic relationships between variables.Kalman filters were originally developed for tracking rockets in space.The Kalman filter iteratively updates beliefs based on new data.Missing data can be treated as hidden states in the Kalman filter framework.The Kalman filter is a practical application of Bayes' theorem in a sequential context.Understanding the dynamics of systems is crucial for effective modeling.The state space module in PyMC simplifies complex time series modeling tasks.Chapters:00:00 Introduction to Jesse Krabowski and Time Series Analysis04:33 Jesse's Journey into Bayesian Statistics10:51 Exploring State Space Models18:28 Understanding State Space Models and Their Components

This episode uncovers the captivating world of tithis, the lunar days that form the core of the Hindu calendar. We delve into their calculation based on the moon's celestial dance and explore the two dominant systems, Amavasyanta and Purnimanta. We uncover the fascinating phenomena of Tithi Vrddhi and Tithi Kshaya, caused by the moon's varying speed due to its elliptical orbit. Bibliography: Seth, H. C. (1994). Hindu calendar. Motilal Banarsidass Publishers. Lochtefeld, J. (2002). Tithis in the Hindu calendar. In The illustrated encyclopedia of Hinduism (Vol. 2, pp. 710-711). Rosen Publishing. Sharma, R. C. (2004). The Hindu calendar: A cultural and scientific perspective. Pustak Mahal. Topic: History of India | Astronomy | Astrology Ko-fi: ⁠⁠http://ko-fi.com/namaskarindia⁠⁠ UPI ID: 9893547492@paytm Paypal: ⁠⁠⁠https://www.paypal.com/paypalme/aduppala⁠⁠⁠ Instagram: ⁠⁠⁠https://www.instagram.com/namaskarindialive/⁠⁠⁠⁠ Facebook: ⁠⁠⁠https://www.facebook.com/namaskarindialive⁠⁠⁠ Twitter: ⁠⁠⁠https://twitter.com/AradhanaDuppala⁠⁠⁠ Youtube: ⁠⁠⁠https://www.youtube.com/c/NamaskarIndia⁠⁠⁠ WhatsApp Discussions: ⁠⁠https://chat.whatsapp.com/H8IUJPlB32cA2soTjrTghV⁠⁠ WhatsApp Announcements: ⁠⁠https://chat.whatsapp.com/KVd5UHxumW90TxLHjkB89k⁠

SpaceTime Series 28 Episode 06Formation of Pluto-Charon Binary SystemA new study reveals that the formation of the Pluto-Charon dwarf planet binary system may mirror that of the Earth-Moon system. The research, published in Nature Geoscience, suggests that both systems feature a secondary body significantly large in comparison to the primary, unlike other moons in our solar system. The findings could explain Pluto's active geology and potential subsurface ocean, highlighting the significance of giant impacts in shaping planetary bodies.BepiColombo's Final Mercury FlybyThe BepiColombo spacecraft has completed its final close flyby of Mercury, passing just 295 kilometres above the planet's surface. This manoeuvre marks the last gravity assist required for the joint ESA and JAXA mission before it enters Mercury's orbit in late 2026. The mission aims to study Mercury's magnetic field, surface composition, and interaction with the solar wind, enhancing our understanding of planets close to their host stars.Astronomy Highlights for 20252025 promises exciting astronomical events, with the Sun's solar cycle nearing its peak. Highlights include a rare edge-on view of Saturn's rings, potential brightening of comet G3 Atlas, and two lunar eclipses. The year also features significant planetary alignments, meteor showers, and opportunities to observe the Southern Cross and the centre of the Milky Way. Dr. Nick Glom provides insights into these celestial events and more.00:00 This is space Time Series 28, Episode 6 for broadcast on 13 January 202500:27 A new study suggests the formation of the Pluto Charon dwarf planet binary system04:35 BepiColombo spacecraft makes its final flyby of Mercury09:27 This is space time. We take a look at the year ahead in astronomy10:47 Mid January will be a very interesting time to look at the night sky13:05 There are two big highlights in March with the eclipse of the moon and Saturn13:46 The other big event of course is the crossing of the rings of Saturn17:03 The Southern Cross is well positioned during the month of June18:38 Venus and Jupiter are the two brightest planets in the night sky19:16 Also in August, it's a great time to have a look at Sagittarius20:35 Total eclipse of the Moon occurs when Moon moves into Earth's shadow23:06 The Australasian Sky Guide has just released its 30th edition25:05 World Meteorological Organisation confirms that 2024 was the warmest year on record29:34 It's claimed that two allegedly Celtic heads could turn you into a werewolfwww.spacetimewithstuartgary.comwww.bitesz.com

Kundali: Is it destiny written in the stars or an intriguing system of ancient wisdom? We're diving into the world of birth charts, exploring how they're made, and what they might (or might not) tell us about ourselves. Bibliography: Parāśara, & Rao, R. S. (2000). Brihat Parashara Hora Shastra (Vol. 1). Parashara Jyotishalaya. deFouw, H., & Svoboda, R. (1996). Light on Life: An Introduction to the Astrology of India. Lotus Press.  Kurczak, R. (2011). The Art and Practice of Vedic Astrology: Vol 1: The Fundamentals of Chart Interpretation. Himalayan Institute. Topic: History of India | Astronomy | Astrology Ko-fi: ⁠⁠http://ko-fi.com/namaskarindia⁠⁠ UPI ID: 9893547492@paytm Paypal: ⁠⁠⁠https://www.paypal.com/paypalme/aduppala⁠⁠⁠ Instagram: ⁠⁠⁠https://www.instagram.com/namaskarindialive/⁠⁠⁠⁠ Facebook: ⁠⁠⁠https://www.facebook.com/namaskarindialive⁠⁠⁠ Twitter: ⁠⁠⁠https://twitter.com/AradhanaDuppala⁠⁠⁠ Youtube: ⁠⁠⁠https://www.youtube.com/c/NamaskarIndia⁠⁠⁠ WhatsApp Discussions: ⁠⁠https://chat.whatsapp.com/H8IUJPlB32cA2soTjrTghV⁠⁠ WhatsApp Announcements: ⁠⁠https://chat.whatsapp.com/KVd5UHxumW90TxLHjkB89k⁠

SpaceTime Series 28 Episode 01Webb Telescope Confirms Hubble TensionThe James Webb Space Telescope has confirmed the Hubble Tension, challenging the current understanding of cosmic theory. New observations reveal that the Universe is expanding faster now than during its early years, suggesting gaps in our understanding of cosmic physics. The study, led by Adam Rees and Thomas Barber, confirms the accuracy of Hubble's measurements, pointing to unknown factors in the Universe's expansion.Liquid Erosion on Asteroid VestaA new hypothesis proposes that liquids could have carved out gullies on the airless asteroid Vesta. Laboratory experiments suggest that briny liquids, rather than dry debris flows, may have formed these features. This study, reported in the Planetary Science Journal, provides insights into the geological processes on Vesta.New Year's Day Fireworks on MarsWhile Earth celebrates New Year's Day, Mars experiences its own fireworks with explosive spring thaws. The Martian northern hemisphere is undergoing dynamic surface changes, including frost avalanches and gas geysers. These phenomena offer a unique glimpse into the seasonal cycles on the Red Planet.00:00 This is space Time Series 28, Episode 1, for broadcast on January 1 202500:52 Measurement discrepancy between Hubble and Webb on Universe's expansion remains unexplained13:51 The Martian northern hemisphere is going through an active, even explosive spring thaw21:17 New study shows teen smoking increases risk of heart disease later in life23:54 Software update will turn AirPods Pro 2 into therapeutic grade hearing aid28:32 TechRadar released its annual Top of the Pops list this year29:51 TechRadar said the Apple Vision Pro was the biggest flop of 202431:21 Space Time with Stuart Gary is available on many podcasting platformswww.spacetimewithstuartgary.comwww.bitesz.com

SpaceTime Series 27 Episode 157NASA's Parker Solar Probe Touches the SunNASA's Parker Solar Probe has made history by becoming the first spacecraft to touch the Sun. The probe, weighing 685 kilogrammes, flew within 6.1 million kilometres of the solar surface, achieving unprecedented speeds of over 692 kilometres per hour. This milestone marks a significant step in understanding solar phenomena and space weather, with implications for forecasting geomagnetic storms.Moon's Volcanic Past UnveiledNew samples from China's Chang'e 6 mission to the Moon's far side reveal volcanic activity as recent as 2.8 billion years ago. This finding challenges previous assumptions about the Moon's geological history, suggesting a prolonged period of volcanism on its far side, distinct from earlier samples obtained from the near side.Mapping the Milky WayAstronomers have crafted a new stellar chart offering a more comprehensive map of our Milky Way galaxy. The study reveals the galaxy's formation in two distinct phases, with implications for understanding its structure and evolution. This research provides new insights into areas previously hidden from view.00:00 This is space Time Series 27 episode 157 for broadcast on 30 December 202400:47 NASA's Parker Solar Probe flew closer to the sun than any other spacecraft02:05 NASA launched Parker solar probe to touch the Sun in August 201810:04 New data from China's Chang'e 6 mission suggests lunar volcanism still active13:09 Astronomers develop new stellar chart providing a more complete map of our Milky Way galaxy16:45 New study claims drinking tea or coffee reduces risk of head and neck cancers18:46 Scientists at Monash University have made a breakthrough in energy storage technology20:57 Consumer magazine Choice has announced its shonky award winners for 2024www.spacetimewithstuartgary.comwww.bitesz.com

SpaceTime Series 27 Episode 154*The Moon's Age: A New PerspectiveNew research suggests the Moon may be much older than previously believed. Evidence indicates the Moon's crust underwent extensive remelting around 4.35 billion years ago, obscuring its true age. This study proposes the Moon could be as old as 4.53 billion years, challenging past estimates and offering a new understanding of its formation.*Perseverance Rover's New HorizonsNASA's Perseverance rover has reached the top of Jezero Crater's rim, marking a significant milestone in its mission. With the climb complete, the rover is set to explore new geological terrains, potentially uncovering some of the oldest rocks in the solar system. This new phase promises to deepen our understanding of Mars' ancient history.*Unveiling South Australia's Pink Sands MysteryThe discovery of deep pink sands on South Australian beaches has provided insights into the tectonic history of the region. These findings, published in Communications Earth and Environment, suggest the existence of an ancient Antarctic mountain range, offering clues about the geological past of the supercontinent Gondwana.00:00 This is space Time Series 27, Episode 154 for broadcast on 23 December 202400:47 New research suggests Earth's moon may be an awful lot older than previously thought07:05 NASA's Mars Perseverance Rover has completed its long climb to summit10:51 Deep pink sands washing up on South Australian beaches reveal previously unknown mountain range19:05 Garnets are a metamorphic mineral which grows when deep in crust20:51 Ambulance and taxi drivers have lowest death rate from Alzheimer's22:57 New study finds men are quicker to buy drinks when women are scarcewww.spacetimewithstuartgary.comwww.bitesz.com

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SpaceTime Series 27 Episode 151*A New Perspective on the Moon's Aitken BasinRecent observations of the Moon's south pole reveal that the Aitken Basin crater is more circular than previously believed. This significant discovery challenges existing theories about its formation and has implications for future lunar missions, including NASA's Artemis program. The study, published in Earth and Planetary Science Letters, suggests a more direct impact created the crater, offering potential access to deep lunar material for study.*Gravitational Wave Maps Unveil Hidden Cosmic StructuresAstronomers have developed the most detailed gravitational wave maps yet, revealing hidden black holes and cosmic structures. Using pulsar timing arrays, researchers have detected a background of gravitational waves across the universe. This groundbreaking research, reported in the Monthly Notices of the Royal Astronomical Society, opens new avenues for understanding galactic evolution and the universe's history.*NASA's First Aircraft Accident Investigation on another planetNASA has conducted its first aircraft accident investigation on another planet following the crash of the Mars Ingenuity helicopter. The investigation revealed that the helicopter's navigation system struggled with the featureless Martian terrain, leading to a hard landing. Despite the crash, Ingenuity continues to provide valuable data for future Mars missions.00:00 This is space Time Series 27, Episode 151 for broadcast on 16 December 202400:47 New observations of the Moon's south pole have shown the Aitken Basin crater is circular05:04 Space astronomers have created the most detailed maps ever of gravitational waves across universe14:10 The Meerkat radio telescope is probably the best radio telescope at the moment18:52 NASA conducting first ever aircraft accident investigation on another planet24:11 Single mutation on H5N1 bird flu could make human infections more likely26:14 A recent study found journalists brains are suffering from poor executive functioningwww.spacetimewithstuartgary.comwww.bitesz.com

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SpaceTime Series 27 Episode 147*A Cosmic Glimpse into the Universe's PastAstronomers have witnessed a rare supernova, 2023 UFX, offering insights into the early universe. This unusual stellar explosion involved a metal-poor red supergiant star, providing clues about the cosmic conditions when the universe began. The study, led by Michael Tucker from Ohio State University, reveals how early supernovae seeded the next generation of stars, shaping galaxies like the Milky Way. The findings underscore the significance of dwarf galaxies as analogues for the universe's infancy, highlighting how metal-poor environments influenced star evolution and supernova behaviour.*Volcanic Mysteries on Jupiter's Moon IoA new study reveals that Io, Jupiter's volcanic moon, has active volcanoes at its poles, potentially regulating internal tidal heating. This discovery, based on NASA's Juno spacecraft data, sheds light on Io's intense volcanic activity and its role in planetary formation processes. Tidal heating, caused by gravitational interactions, plays a crucial role in sustaining subsurface oceans on other moons, offering a glimpse into the dynamic geological processes shaping celestial bodies.*America's Next Mega Rocket: New GlennBlue Origin's New Glenn rocket has been positioned vertically on its launch pad, preparing for its maiden flight. This 98-metre-tall launch vehicle is set to join the ranks of NASA's SLS Orion and SpaceX's Starship in advancing Space exploration capabilities. The upcoming hot fire test will evaluate the rocket and launch pad systems, paving the way for future missions. New Glenn aims to lift significant payloads into various orbits, with plans for reusability akin to SpaceX's Falcon 9.00:00 This is space Time Series 27 episode 147 for broadcast on 6th December 202400:44 2023 UFX is the most metal poor stellar explosion ever observed04:17 Active volcanoes at IO's poles may help regulate internal tidal heating07:08 Blue Origin's New Glenn ready for hot fire test ahead of maiden flight09:22 December's astronomical highlight is the December solstice which occurs on Saturday14:29 Astronomers describe stars in terms of spectral types based on temperature and characteristics18:11 Two blue stars nearing end of their lives expected to go supernova23:41 The brightest star in Orion is a red supergiant called Betelgeuse33:40 Once the sun has gone down and the sky is dark, you will see Orion36:34 The Pleiades cluster is also known as the Seven Sisters38:45 If you look down to the south, we'll see that Southern Cross40:09 Venus shining big and bright above the western horizon after sunset41:18 Space Time is available every Monday, Wednesday and Friday through Apple Podcasts www.spacetimewithstuartgary.comwww.bitesz.com

Are you ready to revolutionize your approach to time series data? In this episode, we unveil the groundbreaking advancements in MongoDB's time series capabilities that are set to transform how developers manage and analyze high-volume data. Discover how the latest features enhance performance, streamline data ingestion, and simplify querying like never before. Whether you're a seasoned developer or just starting out, this episode is packed with insights that can elevate your projects to the next level. Don't miss out on the future of data management!

This episode, catch up with Meredith and Alex on life and what they have in store for Tactic Functional Fitness! They talk about fighting with your spouse and how ridiculous the fights can be, as well as what they have learned from these past arguments. They discuss their 'Tight on Time Series' (TOTS) for busy individuals, and the benefits of using Zwift for virtual biking. They also provide information on this year's Habits Challenge, including some new updates and when to expect it to go live!— Arguments & What We've Learned— Relationship Dynamics— Fitness Program Updates— The TOTS Program Explained— Mental Engagement in Training— Indoor Cycling vs. Outdoor Riding— Upcoming Habits Challenge Details— Fundraising and Community Engagement— What's Next?Resources Mentioned in This Episode:· Save 10% with TacticZwift10· Listen to Afternoon Snack: WTF is Going on in Our Business?! (Tactic Functional Fitness: Alex and Meredith's Version)· Listen to Afternoon Snack: A Few of Our Favorite Things: Bikes, Gear, Movies & More!· Check out tacticworksout.com to learn more about Tactic Functional Fitness Workouts!────────────────────────────Want to work with Tactic Functional Nutrition? Check Out Our ServicesLearn More About Us Here and be sure to follow Tactic Nutrition on IG!Stay in the loop with us by signing up for our email list!

Czy agenci AI zrewolucjonizują biznes? Odkryj prawdę za hype'em! W tym odcinku zagłębiamy się w fascynujący świat agentów AI, analizując ich potencjał i pułapki w kontekście biznesowym. Dowiedz się, jak odróżnić realne możliwości od marketingowych obietnic i jak skutecznie wykorzystać AI w swojej firmie już dziś!

SpaceTime Series 27 Episode 139*Gilmore Space Cleared for Orbital LaunchThe Australian Space Agency has granted Gilmore Space the final approval needed to conduct its maiden orbital test flight of the Ares rocket from the Bowen Spaceport in North Queensland. This launch will mark the first orbital test flight of an Australian-made rocket from Australian soil, showcasing a new hybrid propulsion system developed by the company.*Discovery of Red Monster Galaxies in the Early UniverseAstronomers have identified three ultra-massive galaxies, each nearly the size of the Milky Way, that reached their colossal size within the first billion years of the universe's existence. These findings, reported in Nature, challenge existing models of galaxy formation and suggest a more efficient star formation process in the early universe.*Signs of an Ancient Martian OceanChina's Mars rover, Zhurong, may have found evidence supporting the theory that Mars' northern hemisphere was once covered by a vast ocean. The terrain around Zhurong's landing site includes features that could indicate past water or ice activity, suggesting a Martian ocean existed billions of years ago.The Science RobertArchaeologists in Israel have uncovered 12,000-year-old pebbles that may be precursors to the wheel, potentially pivotal in the evolution of rotating technologies. Meanwhile, the COP 29 climate summit highlights the ongoing rise in fossil emissions, with China remaining the largest polluter. Additionally, a study finds that frequent snoring in tweens is linked to behavioural issues, and a lack of conceptual clarity may explain beliefs in the paranormal.www.spacetimewithstuartgary.comwww.bitesz.com

SpaceTime Series 27 Episode 137*The Earth: A Giant Slushie?New research reveals that Earth once experienced a "slushy" period following its snowball Earth phase. Published in the Proceedings of the National Academy of Sciences, the study by Virginia Tech scientists suggests that as the planet thawed, it transitioned into a slushy state, marked by high carbon dioxide levels and rapid melting. The findings offer fresh insights into Earth's climate evolution and the resilience of life under extreme conditions.*Phobos Eclipses the SunNASA's Mars Perseverance rover has captured a rare celestial event: the Martian moon Phobos eclipsing the Sun. Using its Mastcam-Z camera, Perseverance observed the tiny moon transiting the Sun from its position in Jezero Crater. This remarkable event highlights the ongoing challenges and discoveries as the rover ascends the crater's rim.*SpaceX Dragon Boosts ISSFor the first time, NASA has utilized the SpaceX Dragon capsule to boost the International Space Station into a higher orbit. This maneuver, using Dragon's Draco thrusters, is part of a broader strategy to maintain the station's altitude and test future deorbit capabilities. The mission also delivered over 2,700 kg of supplies and scientific equipment, including a wooden cubesat and human tissue samples for aging research.The Science ReportA new study attributes last year's global temperature spike primarily to El Nino, rather than climate change. Meanwhile, scientists discover a 161-million-year-old giant tadpole fossil, shedding light on the evolution of frogs and toads. Additionally, research indicates that popular music in the US has become simpler since the 1950s. Plus, global cell phone sales show regional variations post-COVID, with notable growth in the US, Europe, and Australia.www.spacetimewithstuartgary.comwww.bitesz.com

The re-election of Donald Trump in the 2024 U.S. presidential election marks a pivotal moment in American politics, raising critical questions about the future of democracy, social policy, and international relations. With a strong conservative base and renewed Republican control in Congress, Trump's second term is likely to bring significant shifts to key areas such as reproductive rights, civil liberties, and the role of federal institutions.   This election has underscored deepening divides across American society, with shifting support among white male, white female, and Latino voters signaling evolving priorities and a complex response to Trump's policies. Additionally, his victory has implications that extend beyond U.S. borders, potentially reshaping America's commitments to allies and its positions on conflicts such as Ukraine and Israel-Gaza. In today's episode, we explore both the domestic and international implications of a second Trump presidency with this week's special guests.   Joining us first is Professor Matthew Lebo, a distinguished scholar in political science from the University of Western Ontario, where he co-directs the Centre for Computational and Quantitative Social Science. Professor Lebo's expertise lies in political methodology and American politics, with a focus on national institutions, political behavior, parties, and public opinion. Professor Lebo is the author of Strategic Party Government: Why Winning Trumps Ideology (2017), and his upcoming book, A Practical Guide to Time Series, will be published by Cambridge University Press in 2025. His work has been featured in over 35 top political science journals, including the American Journal of Political Science and the Journal of Politics. Professor Lebo has also held notable roles as department chair both at Western and SUNY-Stony Brook, where he founded the Center for Behavioural Political Economy. Throughout his career, he has held prestigious appointments, including a postdoctoral fellowship at Harvard, an Academic Visitor role at Oxford, and Visiting Professor positions at the University of Toronto and, currently, McGill University.   Our second guest this week is Professor Lawrence LeDuc, Professor Emeritus of Political Science at the University of Toronto. Professor LeDuc's work has made an influential mark in the fields of Canadian and comparative political behavior, with a special focus on political parties, elections, and research methods. Among his published works are key titles such as Absent Mandate: Strategies and Choices in Canadian Elections (2019), Comparing Democracies: Elections and Voting in a Changing World (2014), and Dynasties and Interludes: Past and Present in Canadian Electoral Politics (2016). His research has also appeared in respected journals, including Electoral Studies, Party Politics, and the American Political Science Review. In recognition of his contributions, Professor LeDuc was awarded the Mildred A. Schwartz Lifetime Achievement Award in Canadian Politics by the American Political Science Association in 2015.    Produced by: Julia Brahy  

SpaceTime Series 27 Episode 136*Discovering the Origins of MagnetarsA groundbreaking study reveals that magnetars, highly magnetic neutron stars, are born from stellar mergers rather than single star supernova events. These findings, published in Nature, delve into the origins of fast radio bursts (FRBs), which are high-energy flashes releasing more energy in nanoseconds than half a billion suns. The research indicates that FRBs are more common in massive star-forming galaxies, suggesting a link to magnetars formed from stellar mergers. This discovery challenges previous assumptions about magnetar formation and sheds light on the dynamic processes in the universe.*Voyager 1 Approaches One Light Day from EarthNASA's Voyager 1 spacecraft is set to become the first human-made object to travel more than a light day's distance from Earth, a monumental 26 billion kilometers away. This historic milestone is expected in January 2027. Despite recent communication challenges due to a fault protection system glitch, engineers successfully reestablished contact. Voyager 1 and its twin, Voyager 2, continue their journey through interstellar space, providing invaluable data about the cosmos.*Australia Axes Vital Military Satellite Defense SystemIn a surprising move, the Australian government has canceled a crucial $7 billion satellite defense project. The JP9102 military satellite communications system, awarded to Lockheed Martin, was intended to enhance Australia's military communications amid growing regional tensions. The decision, amid geopolitical challenges, raises concerns about Australia's defense capabilities and secure communications network.The Science RobertA study highlights the significant carbon footprint of private jet users, who generate 500 times more CO2 than the average person. Meanwhile, research identifies 22 pesticides linked to prostate cancer, and a systematic review confirms no link between cell phone use and brain cancer. Plus, a fascinating look at how animals in the wild might consume alcohol from fermented fruits.www.spacetimewithstuartgary.comwww.bitesz.com

Czy duże modele językowe (LLM) to rewolucja, czy zagrożenie dla prawników? W tym odcinku przybliżam możliwości dużych modeli językowych (LLM) w automatyzacji procesów prawnych, tworzeniu dokumentów, tłumaczeniach prawniczych i compliance. To, co wydaje się przyszłością, dzieje się już teraz – ale czy to na pewno oznacza koniec klasycznego prawa?Partnerem podcastu jest DataWorkshop.

This episode explores the nakshatras, the fundamental concept of the Vedic astrological system. Nakshatras refer to the division of the sky into 27 equal segments, each named after a prominent star. Aligning with the 12 zodiac signs, nakshatras are considered a cosmic clock, with one day passing as the moon moves through each nakshatra, repeating every 27 days.  Bibliography: Padmanabham, T. (2017). History of Indian Astronomy. Springer. Dixit, B., & Sewell, R. (2013). Indian Calendar. Subbarayappa, B. V. (2004). The history of Indian astronomy. Springer. Harness, D. M. (1999). The nakshatras: The lunar mansions of Vedic astrology. Lotus Press. Agrawal, D. P. (2004). India's scientific heritage. Pearson Education India. Kelley, D. H., & Milone, E. F. (2005). Exploring ancient skies: An encyclopedic survey of archaeoastronomy. Springer Science & Business Media. Rao, S. B. (2000). Astronomy in India: A historical perspective. Universities Press. Topic: History of India | Astronomy | Astrology | Indian mythology | Hindu mythology | Hinduism Ko-fi: ⁠⁠http://ko-fi.com/namaskarindia⁠⁠ UPI ID: 9893547492@paytm Paypal: ⁠⁠⁠https://www.paypal.com/paypalme/aduppala⁠⁠⁠ Instagram: ⁠⁠⁠https://www.instagram.com/namaskarindialive/⁠⁠⁠⁠ Facebook: ⁠⁠⁠https://www.facebook.com/namaskarindialive⁠⁠⁠ Twitter: ⁠⁠⁠https://twitter.com/AradhanaDuppala⁠⁠⁠ Youtube: ⁠⁠⁠https://www.youtube.com/c/NamaskarIndia⁠⁠⁠ WhatsApp Discussions: ⁠⁠https://chat.whatsapp.com/H8IUJPlB32cA2soTjrTghV⁠⁠ WhatsApp Announcements: ⁠⁠https://chat.whatsapp.com/KVd5UHxumW90TxLHjkB89k⁠ --- Support this podcast: https://podcasters.spotify.com/pod/show/namaskar-india/support

Czy cały szum wokół LLM to tylko marketingowa bańka?

Send us a textRoot cause analysis, model explanations, causal discovery.Are we facing a missing benchmark problem?Or not anymore?In this special episode, we travel to Los Angeles to talk with researchers at the forefront of causal research, exploring their projects, key insights, and the challenges they face in their work.Time codes:0:15 - 02:40    Kevin Debeire2:41 - 06:37    Yuchen Zhu06:37 - 10:09   Konstantin Göbler10:09 - 17:05   Urja Pawar17:05 - 23:16  William OrchardEnjoy!Support the showCausal Bandits PodcastCausal AI || Causal Machine Learning || Causal Inference & DiscoveryWeb: https://causalbanditspodcast.comConnect on LinkedIn: https://www.linkedin.com/in/aleksandermolak/Join Causal Python Weekly: https://causalpython.io The Causal Book: https://amzn.to/3QhsRz4

Join us on a thrilling adventure as we explore the Top 10 Fantasy Novels of THIS Decade! In this episode, we delve into the enchanting realms of magic, mythical creatures, and epic quests that captivated readers now. Discover how these innovative authors and their extraordinary tales are reshaping the genre right before our eyes. Whether you're a longtime fantasy fan or just beginning your journey, this countdown will highlight the must-read books of recent years that transport you to worlds beyond imagination. We'll discuss the authors behind these incredible stories, their unique writing styles, and the impact these novels have had on literature and popular culture. Prepare to embark on a journey through time and imagination as we share our picks for the most beloved modern fantasy novels. Don't forget to leave your comments below to share your favorite fantasy books of today, and let us know if you agree with our list! #FantasyLiterature #FantasyNovels #BestBooks #ReadingList #BookRecommendations #LiteratureReview #MustReadBooks #2010sFantasy #Top10Books #LiteratureJourney #2010sLiterature #FantasyBooks #EpicFantasy #Top10Fantasy #Top10List #LiteraryHistory #LiteraryJourney #booktube #booktuber Want to purchase books mentioned in this episode? Babel: https://t.ly/6xveM Battle Ground: https://t.ly/e_gvh The Burning God: https://t.ly/1Vl52 Demon's Tear: https://t.ly/LCJN1 The Fall of the Giants: https://t.ly/xPiAO Jade Legacy: https://t.ly/r3jl3 The Knight of the Moon: https://t.ly/StTq7 The Last Druid: https://t.ly/TFIpe The Living Dead: https://t.ly/qXPxH The Lost Metal: https://t.ly/-bD1C Peace Talks: https://t.ly/ObDsb The Return of the Knights: https://t.ly/FaxAl Rhythm of War: https://t.ly/v0Hfs Tress of the Emerald Sea: https://t.ly/YcKvY The Will of the Many: https://t.ly/L7nZI Ways to connect with us: Support us on Patreon: https://www.patreon.com/FantasyForTheAges Follow Jim/Father on Goodreads: https://www.goodreads.com/user/show/13848336-jim-scriven Join us on Discord: https://discord.gg/jMWyVJ6qKk Follow us on Twitter: https://twitter.com/Fantasy4theAges Follow us on Instagram: fantasy_for_the_ages Follow us on Mastodon: @FantasyForTheAges@nerdculture.de Email us: FantasyForTheAges@gmail.com Check out our merch: https://www.newcreationsbyjen.com/collections/fantasyfortheages Jim's Microphone: Blue Yeti https://tinyurl.com/3shpvhb4 Jim's Camera: Razer Kito Pro https://tinyurl.com/c873tc2n ———————————————————————————— Music and video elements licensed under Envato Elements: https://elements.envato.com/

Dive into the magical realms of literature as we explore the Top 10 Best Fantasy Novels of the 2010's! In this video, we'll take you on an enchanting journey through the most captivating and imaginative stories that have defined fantasy literature from 2010 to 2019. From epic quests to intricate world-building, these novels have captured the hearts of readers worldwide. Join us as we discuss each book's unique elements, memorable characters, and the impact they've had on the genre. Whether you're a seasoned fantasy fan or just beginning to explore this vast literary landscape, our curated list will inspire your next reading adventure!

Come along on this exploration of literature as we dig into the Best Fantasy Novels of the 90's. In this episode, Jim will take you on an epic adventure through the most captivating and influential fantasy novels of another iconic decade. From spellbinding tales of magic and mythical creatures to unforgettable characters and imaginative worlds, these books have left an indelible mark on readers and writers alike. Join Jim as he highlight each novel's unique contribution to the fantasy genre, discusses themes and impact, and shares why they remain beloved classics even decades later. Whether you're a longtime fan of fantasy or discovering these gems for the first time, this journey through the 90's will reignite your passion for storytelling. #FantasyNovels #90sLiterature #BookRecommendations #FantasyBooks #ClassicLiterature #EpicFantasy #Top10Fantasy #Top10List #LiteraryHistory #LiteraryJourney #ReadingList #booktube #booktuber Check Our Our Sponsor: Your Paper Quest Website: https://us.yourpaperquest.com/ Self-Published Book Subscription Service, offering monthly, bi-monthly, and quarterly subscription plans, delivering exceptional, curated books right to your doorstep. Use the Promo Code "Fantasy20" to give it a try with 20% off your first month! Want to purchase books mentioned in this episode? All the Weyrs of Pern: https://t.ly/N53p9 A Clash of Kings: https://t.ly/UYaFH The Dragon Reborn: https://t.ly/AHv1v The Eye of the World: https://t.ly/V-eqm Farseer Trilogy: https://t.ly/9BIPB The Fires of Heaven: https://t.ly/fz8V- A Game of Thrones: https://t.ly/o7bq0 Heroes Die: https://t.ly/bJ7hE Needful Things: https://t.ly/0ok2I The Shadow Rising: https://t.ly/5mp4- Tigana: https://t.ly/VVxzk Ways to connect with us: Support us on Patreon: https://www.patreon.com/FantasyForTheAges Follow Jim/Father on Goodreads: https://www.goodreads.com/user/show/13848336-jim-scriven Join us on Discord: https://discord.gg/jMWyVJ6qKk Follow us on Twitter: https://twitter.com/Fantasy4theAges Follow us on Instagram: fantasy_for_the_ages Follow us on Mastodon: @FantasyForTheAges@nerdculture.de Email us: FantasyForTheAges@gmail.com Check out our merch: https://www.newcreationsbyjen.com/collections/fantasyfortheages Jim's Microphone: Blue Yeti https://tinyurl.com/3shpvhb4 Jim's Camera: Razer Kito Pro https://tinyurl.com/c873tc2n ---------------------------- Music and video elements licensed under Envato Elements: https://elements.envato.com/

Dive into the enchanting world of fantasy literature with our countdown of the Top 10 Fantasy Novels from 2000 to 2009!

Dive into the enchanting world of fantasy literature with our latest episode, featuring the Top 10 Fantasy Novels of the 1970's. In this captivating journey, Jim explores the most influential and beloved fantasy novels that defined a generation. From epic quests to magical realms, these stories have shaped the genre and inspired countless authors. Join Jim as he counts down his top picks, featuring groundbreaking works from iconic authors whose imaginations brought fantastical worlds to life. Whether you're a longtime fan of fantasy or new to the genre, this episode is packed with insights and recommendations that will ignite your passion for reading.

Dive into the enchanting world of fantasy literature with our latest episode covering the best fantasy of each decade, now up to the '80's! Join Jim as he explores the most iconic and beloved fantasy novels from the 1980s that shaped a generation of readers and inspired countless imaginations. From epic quests to magical realms, discover timeless classics that still resonate today. In this episode, Jim will highlight key titles, their authors, and the unique elements that made them stand out during this vibrant decade. Whether you're a lifelong fan or new to the genre, you'll find something to spark your interest and nostalgia. Get ready to reminisce about the stories that transported you to other worlds and discover some hidden gems that you may have missed. Don't forget to like, comment, and subscribe for more literary adventures! #FantasyBooks #1980sLiterature #BookRecommendations #Nostalgia #FantasyReaders #LiteraryBlast #80sLiterature #BookRecommendations #EpicFantasy #FantasyNovels #Top10Fantasy #Top10List #LiteraryHistory #LiteraryJourney #ReadingList #booktube #booktuber Want to purchase books mentioned in this episode? The Black Company: https://t.ly/rV_Vn The Dragonbone Chair: https://t.ly/Mk4kI Dragons of Autumn Twilight: https://t.ly/Fky3G The Gunslinger: https://t.ly/U7LP2 Magic Kingdom for Sale/Sold!: https://t.ly/0z1Q8 Magician: https://t.ly/1cjYJ The Mist: https://t.ly/qkUhJ Moreta: Dragonlady of Pern: https://t.ly/Xbwd3 The Sleeping Dragon: https://t.ly/7xOLJ The Wishsong of Shannara: https://t.ly/03kx1 Ways to connect with us: Support us on Patreon: https://www.patreon.com/FantasyForTheAges Follow Jim/Father on Goodreads: https://www.goodreads.com/user/show/13848336-jim-scriven Join us on Discord: https://discord.gg/jMWyVJ6qKk Follow us on Twitter: https://twitter.com/Fantasy4theAges Follow us on Instagram: fantasy_for_the_ages Follow us on Mastodon: @FantasyForTheAges@nerdculture.de Email us: FantasyForTheAges@gmail.com Check out our merch: https://www.newcreationsbyjen.com/collections/fantasyfortheages Jim's Microphone: Blue Yeti https://tinyurl.com/3shpvhb4 Jim's Camera: Razer Kito Pro https://tinyurl.com/c873tc2n ---------------------------- Music and video elements licensed under Envato Elements: https://elements.envato.com/

Max is the CEO and co-founder of Nixtla, where he is developing highly accurate forecasting models using time series data and deep learning techniques, which developers can use to build their own pipelines. Max is a self-taught programmer and researcher with a lot of prior experience building things from scratch. 00:00:50 Introduction 00:01:26 Entry point in AI 00:04:25 Origins of Nixtla 00:07:30 Idea to product 00:11:21 Behavioral economics & psychology to time series prediction 00:16:00 Landscape of time series prediction 00:26:10 Foundation models in time series 00:29:15 Building TimeGPT 00:31:36 Numbers and GPT models 00:34:35 Generalization to real-world datasets 00:38:10 Math reasoning with LLMs 00:40:48 Neural Hierarchical Interpolation for Time Series Forecasting 00:47:15 TimeGPT applications 00:52:20 Pros and Cons of open-source in AI 00:57:20 Insights from building AI products 01:02:15 Tips to researchers & hype vs Reality of AI More about Max: https://www.linkedin.com/in/mergenthaler/ and Nixtla: https://www.nixtla.io/ Check out TimeGPT: https://github.com/Nixtla/nixtla About the Host: Jay is a PhD student at Arizona State University working on improving AI for medical diagnosis and prognosis. Linkedin: https://www.linkedin.com/in/shahjay22/ Twitter: https://twitter.com/jaygshah22 Homepage: https://www.public.asu.edu/~jgshah1/ for any queries. Stay tuned for upcoming webinars! ***Disclaimer: The information in this video represents the views and opinions of the speaker and does not necessarily represent the views or opinions of any institution. It does not constitute an endorsement by any Institution or its affiliates of such video content.***

Welcome to this exciting exploration of the Top 10 Best Fantasy Novels of each Decade, starting here with the 1950s! In this first part of our series, we will dive into the magical worlds and imaginative stories that defined a foundational decade rich in fantasy literature from 1950 to 1959. Join Jim as he highlights iconic authors and their groundbreaking works that captivated readers and set the stage for future fantasy genres. From enchanting tales of adventure to thought-provoking narratives, these novels have left a lasting impact on the literary landscape. To be clear, these are Jim's Top 10 fantasy novels of the 50's. Will you agree? Will you prefer a different order? Will he miss a novel you find more deserving than those on his list? Whether you're a longtime fantasy fan or just discovering the genre, this video is packed with information that will inspire your reading list. Don't miss out on Part 2 where we continue our journey through the fantastical realms, moving on into the 1960s!

Join us on an enchanting journey through time as we explore the best fantasy novels of the 1960s! This decade was a golden era for imaginative storytelling, introducing readers to captivating worlds filled with magic, adventure, and unforgettable characters. In this episode, we'll delve into iconic works from legendary authors and uncover hidden gems that defined the genre during this transformative period. Discover classics that have influenced generations of writers and readers alike, from epic quests to whimsical tales that spark the imagination. Whether you're a seasoned fantasy fan or new to the genre, this retrospective will inspire you to revisit these timeless stories and perhaps even discover a few new favorites. To be clear, these are Jim's Top 10 fantasy novels of the '60's. Will you agree? Would you change up the order? Is one of YOUR favorites missing from his list? Don't forget to like, share, and subscribe for more literary explorations and recommendations! What was your favorite fantasy novel from the 60s? Let us know in the comments below! And don't forget to catch the upcoming episodes continuing through the decades. #FantasyNovels #1960sLiterature #BookRecommendations #Top10Fantasy #Top10List #FantasyBooks #LiteraryHistory #LiteraryJourney #ReadingList #booktube #booktuber Want to purchase books mentioned in this episode? The Book of Three: https://t.ly/lsJwQ Charlie and the Chocolate Factory: https://t.ly/o0-sI Dragonflight: https://t.ly/D7R4Q Dune: https://t.ly/ym6oC The Last Unicorn: https://t.ly/mH2k1 Over Sea, Under Stone: https://t.ly/x_iYS Something Wicked This Way Comes: https://t.ly/4_3um Stranger in a Strange Land: https://t.ly/gXvOp A Wizard of Earthsea: https://t.ly/pJ922 A Wrinkle in Time: https://t.ly/aywdn Ways to connect with us: Support us on Patreon: https://www.patreon.com/FantasyForTheAges Follow Jim/Father on Goodreads: https://www.goodreads.com/user/show/13848336-jim-scriven Join us on Discord: https://discord.gg/jMWyVJ6qKk Follow us on Twitter: https://twitter.com/Fantasy4theAges Follow us on Instagram: fantasy_for_the_ages Follow us on Mastodon: @FantasyForTheAges@nerdculture.de Email us: FantasyForTheAges@gmail.com Check out our merch: https://www.newcreationsbyjen.com/collections/fantasyfortheages Jim's Microphone: Blue Yeti https://tinyurl.com/3shpvhb4 Jim's Camera: Razer Kito Pro https://tinyurl.com/c873tc2n ———————————————————————————— Music and video elements licensed under Envato Elements: https://elements.envato.com/

Proudly sponsored by PyMC Labs, the Bayesian Consultancy. Book a call, or get in touch!My Intuitive Bayes Online Courses1:1 Mentorship with meOur theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work!Visit our Patreon page to unlock exclusive Bayesian swag ;)Takeaways:State space models and traditional time series models are well-suited to forecast loss ratios in the insurance industry, although actuaries have been slow to adopt modern statistical methods.Working with limited data is a challenge, but informed priors and hierarchical models can help improve the modeling process.Bayesian model stacking allows for blending together different model predictions and taking the best of both (or all if more than 2 models) worlds.Model comparison is done using out-of-sample performance metrics, such as the expected log point-wise predictive density (ELPD). Brute leave-future-out cross-validation is often used due to the time-series nature of the data.Stacking or averaging models are trained on out-of-sample performance metrics to determine the weights for blending the predictions. Model stacking can be a powerful approach for combining predictions from candidate models. Hierarchical stacking in particular is useful when weights are assumed to vary according to covariates.BayesBlend is a Python package developed by Ledger Investing that simplifies the implementation of stacking models, including pseudo Bayesian model averaging, stacking, and hierarchical stacking.Evaluating the performance of patient time series models requires considering multiple metrics, including log likelihood-based metrics like ELPD, as well as more absolute metrics like RMSE and mean absolute error.Using robust variants of metrics like ELPD can help address issues with extreme outliers. For example, t-distribution estimators of ELPD as opposed to sample sum/mean estimators.It is important to evaluate model performance from different perspectives and consider the trade-offs between different metrics. Evaluating models based solely on traditional metrics can limit understanding and trust in the model. Consider additional factors such as interpretability, maintainability, and productionization.Simulation-based calibration (SBC) is a valuable tool for assessing parameter estimation and model correctness. It allows for the interpretation of model parameters and the identification of coding errors.In industries like insurance, where regulations may restrict model choices, classical statistical approaches still play a significant role. However, there is potential for Bayesian methods and generative AI in certain areas.

Abhay Paroha, an engineering leader with more than 15 years' experience in leading product dev teams, joins SE Radio's Kanchan Shringi to talk about cloud migration for oil and gas production operations. They discuss Abhay's experiences in building a cloud foundation layer that includes a canonical data model for storing bi-temporal data. They further delve into his teams' learnings from using Kubernetes for microservices, the transition from Java to Scala, and use of Akka streaming, along with tips for ensuring reliable operations. Brought to you by IEEE Computer Society and IEEE Software magazine.

Michael J. Freedman, the Robert E. Kahn Professor in the Computer Science Department at Princeton University, as well as the co-founder and CTO of Timescale, spoke with SE Radio host Gavin Henry about TimescaleDB. They revisit what time series data means in 2024, the history of TimescaleDB, how it integrates with PostgreSQL, and they take the listeners through a complete setup. Freedman discusses the types of data well-suited for a timeseries database, the types of sectors that have these requirements, why PostgreSQL is the best, Pg callbacks, Pg hooks, C programming, Rust, their open source contributions and projects, data volumes, column-data, indexes, backups, why it is common to have one table for your timeseries data, when not to use timescaledb, IoT data formats, Pg indexes, how Pg works without timescaledb, sharding, and how to manage your upgrades if not using Timescale Cloud. Brought to you by IEEE Computer Society and IEEE Software magazine.