Talks
207 talks in 2024
Reading groupHow AgentOps Enables Observability
Autonomous Multi Agent AI Systems
Why Pydantic AI is the Future of AI Agents
PodcastHolistic Evaluation of Generative AI Systems
State of AI Report 2024
Building an ML Platform from scratch
PodcastUnleashing Unconstrained News Knowledge Graphs to Combat Misinformation
Why Agents Are Stupid & What We Can Do About It
Goal Oriented Retrieval Agents
Is More Really Better: Delve Into Document Strategy
PodcastLLM Distillation and Compression
Simulation Techniques for AI Agents from Self-Driving
How to Create a Multi-Agent AI System in JavaScript
Exploring SQLmesh
PodcastAI's Next Frontier
Building Reliable Agents
Building Replit Agent - Hard Lessons Learned
Maximize Your Productivity with LLMs: Task Utility Explained
Hugging Face Cofounder on AI Agents, LLMs and Open Source
How to Make AI Agents that ACTUALLY WORK
Hundreds of Users Love Our Data Analyst AI Agent
Knowledge as a Service
Why Planning is the New Search
AI Agents Are Revolutionizing E-Commerce
The Open Source AI Coding Revolution
How AI Agents Will Change Customer Support
The Future of Healthcare: AI is Here
We're Using AI Agents at Work (and it's amazing)
PodcastPyTorch for Control Systems and Decision Making
AI Agents: The Future of Productivity, or Just a Fad?
Few Shot Code Generation to Autonomous Software Engineering Agents
How AI Agents Are Transforming Data Analytics
How AI Will Change Gaming Forever
Reading groupThe Future of AI: Long-Context RAG
PodcastAI-Driven Code: Navigating Due Diligence & Transparency in MLOps
Cleric AI SRE: Towards Self-healing Autonomous Software
PodcastHow to Optimize Large AI Models with PyTorch
LLMs to agents: The Beauty & Perils of Investing in GenAI
Why We Need More Data Science Podcasts
Reading groupRAG: The Future of AI Search (and Prompt Engineering)
PodcastWe Can All Be AI Engineers and We Can Do It with Open Source Models
The Coming Revolution of AI Agents
PodcastHow UX Research Will Shape the Future of AI
How to Actually Use Cost Effective AI in Your Business
Reading groupSmall Models, Big Ideas: The Next Frontier in AI
PodcastThe EU AI Act: Navigating New Legislation
PodcastComposable Memory for GPU Optimization
PodcastSystematically Test and Evaluate Your LLMs Apps
PodcastHow Agentic Workflows Will Change Everything
11 lessons learned from doing deployments
AI-Powered Data Unification for Data Platforms
Building a Data Infrastructure for AI/ML
Building Hyper-Personalized LLM Applications with Rich Contextual Data
Chronon: Airbnb's Open-Source Data Platform
Common ML Serving Architectures Explained
Data Contracts: The Missing Piece of the Data Puzzle
Data Engineering: The Missing Piece of Your Data Science Puzzle
Data Quality Management Techniques - The Complete Guide
Data Scientists & Data Engineers: How the Best Teams Work
DuckDB is fast for analytics, but what can it do for AI?
Engineering Your AI Platform
From Notebook to Kubernetes: Scaling GenAI Pipelines with ZenML
GenAI in production with MLflow
How Data Capture Transforms ML Observability
How Feature Stores Work
How GPUs are Revolutionizing AI Data Management
How To Cut Your Data Infrastructure Costs in Half
How to Make Your Data Science Reproducible (and Why You Should Care)
LLMs in Financial Services: Personalized Portfolio Recommendation Engines
Partnering with Product for Effective, Quality Data Ingestion & Training Data
Putting the AI back in Medallion Lake Design
Real-Time Event Processing for AI/ML with Numaflow
Scaling Data Reliably: A Journey in Growing Through Data Pain Points
Supercharging Your RAG System: Techniques and Challenges
The Daft distributed Python data engine: multimodal data curation at any scale
The Evolution of Lyft's Feature Store
The Future of Data: Composability & the Modular Data Stack
The Future of Software Architecture for GenAI: Real-Time Data Streaming
The Next Revolution in AI: LLMs and Beyond
The Only Constant is (Data) Change
Turn Data Chaos into AI Strategy with Programmatic AI Data Development
Unified Data + AI Governance with Unity Catalog
Why DuckDB is the Future of Data
PodcastCentralized or Decentralized ML Platform?
PodcastMaking Your Company LLM-native
Boosting LLMs: Performance, Scaling, and Structured Outputs
PodcastUnpacking 3 Types of Feature Stores
Reading groupIntegrating Knowledge Graphs & Vector RAG for Efficient Information Extraction
PodcastReinvent Yourself and Be Curious
PodcastGlobal Feature Store: Optimizing Locally and Scaling Globally at Delivery Hero
PodcastRAG Quality Starts with Data Quality
PodcastWho's MLOps for Anyway?
PodcastAlignment is Real
PodcastAx a New Way to Build Complex Workflows with LLMs
PodcastVisualize - Bringing Structure to Unstructured Data
PodcastMLSecOps is Fundamental to Robust AI Security Posture Management
PodcastMLOps for GenAI Applications
Reading groupExploring Long Context Language Models
PodcastBigQuery Feature Store
PodcastDesign and Development Principles for LLMOps
Data Quality = Quality AI
PodcastThe Variational Book
Vision and Strategies for Attracting & Driving AI Talents in High Growth
PodcastHarnessing AI APIs for Safer, Accurate, & Reliable Applications
Balancing Speed and Safety
PodcastReliable LLM Products, Fueled by Feedback
A Blueprint for Scalable & Reliable Enterprise AI/ML Systems
PodcastAI Operations Without Fundamental Engineering Discipline
PodcastAI in Healthcare
PodcastEvaluating the Effectiveness of Large Language Models
PodcastExtending AI: From Industry to Innovation
PodcastAI For Good - Detecting Harmful Content at Scale
PodcastAll Data Scientists Should Learn Software Engineering Principles
PodcastAI Agents for Consumers
PodcastML and AI as Distinct Control Systems in Heavy Industrial Settings
PodcastAccelerating Multimodal AI
Fresh Data, Smart Retrieval: Milvus & Jina CLIP Explained
PodcastNavigating the AI Frontier: The Power of Synthetic Data and Agent Evaluations in LLM Development
How to Build Production-Ready AI Models for Manufacturing
PodcastFrom Robotics to Recommender Systems
PodcastUber's Michelangelo: Strategic AI Overhaul and Impact
PodcastAWS Trainium and Inferentia
PodcastBuild Reliable Systems with Chaos Engineering
PodcastManaging Small Knowledge Graphs for Multi-agent Systems
PodcastJust when we Started to Solve Software Docs, AI Blew Everything Up
Evaluating Quality and Improving LLM Products at Scale
Navigating the Emerging LLMOps Stack
Product Thinking in Data & AI
Beyond Guess-and-Check: Towards AI-assisted Prompt Engineering
Evaluating Language Models
Ghostwriter - AI Writing That Learns From You
Let's Build a Website in 10 Minutes with GitHub Copilot
No GPU Before PMF
The Intersection of Graphs and Large Language Models
PodcastOpen Standards Make MLOps Easier and Silos Harder
PodcastRetrieval Augmented Generation
Building AI Products across Multiple Domains: Commonalities & Non-Commonalities
Productionizing AI: How to Think From the End
PodcastRecSys at Spotify
PodcastFrom A Coding Startup to AI Development in the Enterprise
AI Innovations: The Power of Feature Platforms
PodcastFedML Nexus AI: Your Generative AI Platform at Scale
PodcastWhat is AI Quality?
Data Labeling Best Practices
Explaining ChatGPT to Anyone in 10 Minutes
LLMOps and GenAI at Enterprise Scale - Challenges and Opportunities
Streamlining Model Deployment
PodcastHandling Multi-Terabyte LLM Checkpoints
PodcastLeading Enterprise Data Teams
Building Conversational AI Agents with Voice
Reliable Hallucination Detection in Large Language Models
DSPy Assertions: Computational Constraints for Self-Refining LM Pipelines
Shipping LLMs: Buckle Up & Enjoy the Ride
PodcastThe Rise of Modern Data Management
Lessons from Building LLM-based Social Media Products
Making Sense of LLMOps
PodcastBeyond AGI, Can AI Help Save the Planet?
Enabling Efficient Trillion Parameter Scale Training for Deep Learning Models
PodcastGenAI in Production - Challenges and Trends
Graphs and Language
Innovative Gen AI Applications: Beyond Text
From Robotics to AI NPCs
Seeing Like a Language Model
Introducing DBRX: The Future of Language Models
Fine Tuning Llamas
Productionizing Health Insurance Appeal Generation
From MVP to Production
Building a Python-Centric Feature Platform to Power Production AI Applications
Graduating from Proprietary to Open Source Models in Production
RagSys: RAG is just RecSys in Disguise
PodcastData Engineering in the Federal Sector
Charting LLMOps Odyssey
From Research to Production: Fine-Tuning & Aligning LLMs
Navigating via Retrieval Evaluation to Demystify LLM Wonderland
The State of Production Machine Learning in 2024
Vision Pipelines in Production: Serving & Optimisations
PodcastWhat Business Stakeholders Want to See from the ML Teams
PodcastDesigning ML Infra for ML & LLM Use Cases
Anatomy of a Software 3.0 Company
Building the Next Generation of Reliable AI
Podcast4 Years of the MLOps Community
PodcastThe Art and Science of Training LLMs
Security and Privacy
Model Merging and Mixtures of Experts
PodcastWhy Purpose-built Vector Databases Matter for Your Use Case
PodcastA Decade of AI Safety and Trust
PodcastThe Real E2E RAG Stack
PodcastManaging Data for Effective GenAI Application
PodcastBecoming an AI Evangelist
A Survey of Production RAG Pain Points and Solutions
LLM Use Cases in Production
PodcastInformation Retrieval & Relevance
PodcastEvaluating and Integrating ML Models
PodcastData Governance and AI
PodcastAds Ranking Evolution at Pinterest
PodcastLLM Evaluation with Arize AI's Aparna Dhinakaran
PodcastLightweight Feature Platform
Gen AI Buy vs Build, Commercial vs Open Source
PodcastMicro Graph Transformer Powering Small Language Models
PodcastHow Data Platforms Affect ML & AI
PodcastRAG Has Been Oversimplified
PodcastThe Myth of AI Breakthroughs
PodcastMLOps at the Crossroads
PodcastPioneering AI Models for Regional Languages
PodcastSmall Data, Big Impact: The Story Behind DuckDB
PodcastLanguage, Graphs, and AI in Industry
PodcastFounding, Funding, and the Future of MLOps