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Data pipeline troubleshooting: Root cause analysis with lineage metadata
2025-11-27 · 18:05
Mario Fiore Vitale
– Maintainer
@ Debezium
Remember when debugging streaming data pipelines felt like playing detective at a crime scene, where the evidence kept shifting? Well, grab your magnifying glass because we’re about to turn you into Sherlock Holmes of the streaming world. We’ll simulate a disruptive change in an order processing pipeline that captures database changes with Debezium, processes them through Apache Flink, and tracks lineage metadata with OpenLineage and Marquez. |
Data pipeline troubleshooting: Root cause analysis with lineage metadata
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#66 From Will Smith to Meta's MovieGen: How AI Video Got Real. Plus Claude 3.5’s “Computer Use” & Open Source Tools
2024-10-31 · 14:00
Send us a text Welcome to Datatopics Unplugged, where the tech world’s buzz meets laid-back banter. In each episode, we dive into the latest in AI, data science, and technology—perfect for your inner geek or curious mind. Pull up a seat, tune in, and join us for insights, laughs, and the occasional hot take on the digital world. In this episode, we are joined by Vitale to discuss: Meta’s video generation breakthrough: Explore Meta’s new “MovieGen” model family that generates hyper-realistic, 16-second video clips with reflections, consistent spatial details, and multi-frame coherence. Also discussed: Sora, a sneak peek at Meta’s open-source possibilities. For a look back, check out this classic AI-generated video of Will Smith eating spaghetti. Anthropic’s Claude 3.5 updates: Meet Claude 3.5 and its “computer use” feature, letting it navigate your screen for you. Easily fine-tune & train LLMs, faster with Unsloth: Discover tools that simplify model fine-tuning and deployment, making it easier for small-scale developers to harness AI’s power. Don’t miss Gerganov’s GitHub contributions in this space, too. Deno 2.0 release hype: With a splashy promo video, Deno’s JavaScript runtime enters the scene as a streamlined, secure alternative to Node.js. |
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#55 Can AI Predict Euro 2024 Winners?
2024-06-20 · 15:00
Send us a text Welcome to the cozy corner of the tech world where ones and zeros mingle with casual chit-chat. Datatopics Unplugged is your go-to spot for relaxed discussions around tech, news, data, and society. Dive into conversations that should flow as smoothly as your morning coffee (but don’t), where industry insights meet laid-back banter. Whether you’re a data aficionado or just someone curious about the digital age, pull up a chair, relax, and let’s get into the heart of data, unplugged style! In this episode, join us along with guests Vitale and David as we explore: Euro 2024 Predictions with AI: Using Snowflake's machine learning models for data-driven predictions and sharing our own predictions. Can animals predict wins better than ML models?Tech in football: From VAR to connected ball technology, is it all a good idea?Nvidia overtaking Apple and Microsoft as the biggest tech corporation? Discussing Nvidia's leap to surpass Apple and Microsoft, and the implications for the GPU market and AI development.Unity Catalog vs. Polaris: Comparing Unity+Delta with Polaris+Iceberg and their roles in data cataloging and management. Explore the details on GitHub Unity Catalog, YouTube, and insights on LinkedIn. Databricks Data and AI Summit recap: Discussing the biggest announcements from the summit, including Mosaic AI integration, serverless options, and the open-source unity catalog.Exploring BM25: Discussing the BM25 algorithm and its advancements over traditional TF-IDF for document classification. |
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#47 MLFlow, Llama 3 Unleashed, and the OpenTofu vs. Terraform Drama
2024-04-24 · 11:00
Vitale Sparacello
– MLflow Ambassador
Send us a text Welcome to the cozy corner of the tech world where ones and zeros mingle with casual chit-chat. Datatopics Unplugged is your go-to spot for relaxed discussions around tech, news, data, and society. Dive into conversations that should flow as smoothly as your morning coffee (but don't), where industry insights meet laid-back banter. Whether you're a data aficionado or just someone curious about the digital age, pull up a chair, relax, and let's get into the heart of data, unplugged style! In this episode, we're joined by special guest Vitale Sparacello, an MLflow Ambassador, to delve into a myriad of topics shaping the current and future landscape of AI and software development: MLflow Deep Dive: Exploring the MLflow Ambassador program, MLflow's role in promoting MLOps practices, and its expansion to support generative AI technologies.Introducing Llama 3: Discussing Meta's newest language model, Llama 3, its capabilities, and the nuanced policy of its distribution, featured on platforms like Groq. Read more here.Emerging AI Tools: Evaluating Open-Parse for advanced text parsing and debating the longevity of PDF documents in the age of advanced AI technologies.OpenTofu vs. Terraform Drama: Analyzing the ongoing legal dispute between Terraform and OpenTofu, with discussions around code ethics and links to OpenTofu's LinkedIn, and their official blog response.The Future of AI Devices: Are smartphones the endgame, or is there a future for specialized AI wearables? Speculating on the evolution of AI devices, focusing on the Human AI Pin review, Rabbit R1 and Dot Computer Go check out the Youtube video after so you don't miss out Murilo in that suit he promised (with a duck tie of course). |
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Rencontre GraphQL avant GraphQLDay
2023-12-07 · 17:00
On a le plaisir de vous convier à notre nouvelle édition du meetup sur GraphQL le 7 Décembre à partir de 18h15 au 219 rue St Denis, (Paris 2), où nous avons le plaisir d'être accueillis par les équipes d’Escape (application qui permet de découvrir, organiser et sécuriser en quelques minutes plus de 100 API adaptées au contexte spécifique de leur entreprise), Stellate (l'entreprise de mise en cache des bords GraphQL), et Hasura (plateforme qui vous aide à construire instantanément des APIs GraphQL et REST sur des sources de données nouvelles et existantes). Ce meetup aura lieu pendant la conférence APIDays Paris, juste avant la journée dédiée au GraphQL, offrant ainsi une opportunité unique de plonger dans les discussions liées à GraphQL dans une ambiance internationale. Vous trouverez le programme plus détaillé ci-dessous :
Description : Alors que la mise en cache est souvent présentée comme l'un des principaux inconvénients de GraphQL, cette perception est-elle enracinée dans la réalité ou n'est-elle qu'une simple idée fausse ? Plongeons au cœur de la mise en cache dans les API modernes et disséquons les différences entre la mise en cache des API GraphQL et REST.
Description: Les données sont puissantes, mais la création d'API est fastidieuse. Les ingénieurs apportent une valeur vitale en modélisant des domaines et des données, mais perdent du temps sur des tâches de plomberie répétitives telles que CRUD, les pipelines de données et les jointures entre sources de données. Et si vous pouviez sauter tout cela ? Avec un supergraphe, c'est possible. Interrogez le supergraphe avec GraphQL et bénéficiez de fonctionnalités cohérentes telles que les jointures, le filtrage et les agrégations sur toutes les sources de données. Définissez les autorisations là où elles doivent être : au niveau du modèle, où elles peuvent être appliquées à absolument n'importe quelle requête. Une démonstration en direct de la construction d'un supergraphe connectant l'API GitHub avec une base de données d'utilisateurs sera présentée.
20h15 – Cocktail et networking Les places étant limitées, ne tardez pas à vous inscrire dès aujourd’hui! ------------------------------- We are pleased to invite you to our new edition of the GraphQL meetup on December 7th, starting at 6:15 PM at 219 rue St Denis (Paris 2). This event will take place just before the GraphQL track at the APIDays Paris, offering a unique opportunity to dive into GraphQL discussions with international experts. We’re delighted to be hosted by Escape (API security platform that helps to discover and test APIs in their unique business context), Stellate (the GraphQL edge caching company), and Hasura (a platform that helps you build instant GraphQL and REST APIs on new and existing data sources) You will find the detailed program below: 6:15 PM – Welcome cocktail and networking 6:45 PM – REST vs. GraphQL: The ultimate API caching showdown by Max Stoiber, founder & CEO of Stellate Description: While caching is often touted as one of the main downsides of GraphQL, is this perception rooted in reality or mere misconception? Let's venture into the heart of caching in modern APIs and dissect the differences between caching GraphQL APIs and REST APIs. 7:15 PM – Build supergraphs, not APIs by Hasura Description: Data is power, but building APIs is tedious. Engineers create vital value by modelling domains and data, but waste time on repetitive plumbing tasks like CRUD, data pipelines, and cross data source joins. What if you could skip all that? With supergraph, you can. Query the supergraph with GraphQL, and get consistent features like joins, filtering, and aggregations across all data sources. Set permissions where they belong: at the model level, where they can be applied to absolutely any query. Live demo of how to build a supergraph that connects the GitHub API with a users database will be presented. 7:45 PM - Discovering APIs at scale, by Nohé Hinniger-Foray, Software engineer at Escape 8:15 PM - Cocktail and networking The seats are limited and are available on a first-come-first-served basis, so do not hesitate to book your seat now! |
Rencontre GraphQL avant GraphQLDay
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Generative AI
2023-03-01 · 11:00
Send us a text Datatopics is a podcast presented by Kevin Missoorten to talk about the fuzzy and misunderstood concepts in the world of data, analytics, and AI and get to the bottom of things. We are back with a new episode, exploring the fascinating and rapidly evolving field of generative AI. In this episode, your host Kevin is joined by three experts in the field: Murilo, Tim, and Vitale, to discuss the future of generative AI and its potential impact on our world. The conversation delves into the ethical considerations, the challenges that need to be overcome for it to reach its full potential, and the impact it will have on people's lives. Kevin and his guests also explore the exciting possibilities that generative AI presents, such as its potential to transform the way we work and live our lives. Join Kevin, Murilo, Tim, and Vitale for a thought-provoking discussion about the future of generative AI and its implications for society. Datatopics is brought to you by Dataroots Music: The Gentlemen - DivKidThe thumbnail is generated by Midjourney |
DataTopics: All Things Data, AI & Tech |