Talks
174 talks in 2023
PodcastChallenges Operationalizing ML (And Some Solutions)
PodcastInferring Creativity
PodcastThe Role of Infrastructure in ML Leveraging Open Source
PodcastLLMs in Focus: From One-Size Fits All to Verticalized Solutions
PodcastModel Management in a Regulated Environment
PodcastBuilding the Future of AI in Software Development
MeetupScaling MLOps for Computer Vision
PodcastDSPy: Transforming Language Model Calls into Smart Pipelines
PodcastLLMs in Biomaterials Production
MeetupLLMs Mini Summit // MLOps Mini Summit Meetup #3
PodcastEnterprises Using MLOps, the Changing LLM Landscape, MLOps Pipelines
PodcastBuilding Defensible AI Apps
Model Blind Spot Discovery for Better Models
PodcastGuarding LLM and NLP APIs: A Trailblazing Odyssey for Enhanced Security
PodcastDesigning for Forward Compatibility in Gen AI
Authoring Interactive, Shareable AI Evaluation Reports with Zeno
Evaluating LLMs for AI Risk
The State of Open Source AI: Deployment Engines, Licences, & Hardware
AI Squared: Breaking LLMs out of the Chat Application
GenAI: An Unreliable Information Store
PodcastImpact of LLMs on the Tech Stack and Product Development
Product Engineering for LLMs
Building RAG-based LLM Applications for Production
Product Strategy for LLM Features When LLMs Aren't Your Product
Assess the Value and Feasibility of LLM Use Cases with a Checklist
PodcastBuilding Effective Products with GenAI
Deploying LLMs on Structured Data Tasks: Lessons from the Trenches
False Starts and Dead Ends: Building a Retrieval Augmented Generation System
Current State of LLMs in Production
Data Quality's Impact on Large Language Models
From Building Self-driving Cars to Building LLM Applications
PodcastThe Future of Feature Stores and Platforms
Efficient Serving of LLMs for Experimentation and Production with Fireworks.ai
PodcastLessons on Data Teams Leadership
LLM Valley
LLMs in Production at GetYourGuide
Amplifying Impact with Generative AI: Insights from 10,000 Colleagues
Exploring the Latency/Throughput & Cost Space for LLM Inference
The Truth About AI Agents
PodcastTranslating Business Goals into Product Decisions
Observability for LLMs
Unlocking Real-World LLM Use Cases
AI in Education Fireside Chat
Automating Data Annotation with LLMs
PodcastMLOps vs ML Orchestration
Finetuning Open-Source LLMs
Fireside Chat with LLM Startups
What Drives GenAI Development in the Next 3 Years
PodcastMLOps at GetYourGuide
PodcastThe Centralization of Power in AI
PodcastAdventures in Building CLIP & Other (Largeish) LMs
PodcastAll About Evaluating LLM Applications
LLM Security
PodcastBuilding an ML Platform: Insights, Community, and Advocacy
Introduction to QA bots with RAGs and LLMs
PodcastTecton Round-table // Get your ML Application Into Production
PodcastCollaboration and Strategy
PodcastFrom Virtualization to AI Integration
PodcastHarnessing MLOps in Finance
PodcastBuilding Cody, an Open Source AI Coding Assistant
PodcastFrugalGPT: Better Quality and Lower Cost for LLM Applications
Building RedPajama
LLM-based Feature Extraction for Operational Optimization
LLMs vs LMs in Production
Fireside Chat - The Future of LLMs
MLOps LLM Stack Hackathon Winner
Preemption Chaos and Optimizing Server Startup
Taming AI Product Development Through Test-driven Prompt Engineering
Considerations and Optimizations for Deploying Open Source LLMs at Your Company
Enabling Defense Missions with Local LLMs
LLM XGBoost: Can a Fine-Tuned LLM Beat XGBoost on Tabular Data?
Using LLMs to Power Consumer Search at Scale
PodcastUsing Large Language Models at AngelList
Evolving AI Governance for an LLM World
LIMA: Less is More for Alignment
MLOps vs LLMOps
PodcastAll the Hard Stuff with LLMs in Product Development
End-to-end Modern Machine Learning in Production
Everything We've Been Taught About ML is Wrong
Guardrails for LLMs: A Practical Approach
UX of an LLM User
Bringing Structure to Unstructured Data with an AI-First System Design
Incorporating LLMs in High-stake Use Cases
RLHF Data Collection in Practice
The Confidence Checklist for LLMs in Production
PodcastMLOps at the Age of Generative AI
Building Recommender Systems with Large Language Models
Combining LLMs with Knowledge Bases to Prevent Hallucinations
Designing Human in the Loop Experiences for LLMs
Unleashing Code Completion with LLMs
PodcastExperiment Tracking in the Age of LLMs
Controlled and Compliant AI Applications
Making LLM Inference Affordable
The Next Million AI Apps
Challenges in Providing LLMs as a Service
Lessons Learned Productionising LLMs for Stripe Support
LLM on Kubernetes
Transforming AI Safety & Security
Building Products
Linguistically-informed LLMs Perform Better
LLMs For the Rest of Us
Navigating Through the Generative AI Landscape
Building Reliable AI Agents
Create a Contextual Chatbot with LLM and a Vector Database in 10 Minutes
Foundation Models in the Modern Data Stack
Wardley Mapping Prompt Engineering
PodcastTreating Prompt Engineering More Like Code
PodcastEliminating Garbage In/Garbage Out for Analytics and ML
Evaluating LLM-based Applications
Evaluation
It Worked When I Prompted It
Solving LLM Data Problems
PodcastPython Power: How Daft Embeds Models and Revolutionizes Data Processing
Building and Curating Datasets for RLHF and LLM Fine-tuning
Stopping Hallucinations From Hurting Your LLMs
Understanding the LLM Economics
Beyond the Hype: Monitoring LLMs in Production
Build and Customize LLMs in Less than 10 Lines of YAML
Building Production Copilots
Embeddings and Retrieval for LLMs: Techniques and Challenges
PodcastOpen Source and Fast Decision Making
Pitfalls and Best Practices: 5 Lessons from LLMs in Production
Scalable Evaluation and Serving of Open Source LLMs
Taking ImgFlip's 'This Meme Does Not Exist' to the Next Level with a LLM
Using Vector Databases: Practical Advice for Production
Building LLM Applications for Production
Large Model Training and Inference with DeepSpeed
LLMs as Intelligent Assistants
The Emerging Toolkit for Reliable, High-quality LLM Applications
PodcastDemocratizing AI
PodcastFrom Arduinos to LLMs: Exploring the Spectrum of ML
MeetupDataframes Are All You Need: MLOps on Easy Mode
LLMs in Production Conference - Part II
PodcastThe Long Tail of ML Deployment
PodcastClean Code for Data Scientists
MeetupFine-Tuning LLMs: Best Practices and When to Go Small
PodcastWhy is MLOps Hard in an Enterprise?
Guiding LLMs While Staying in the Driver's Seat
Using LLMs to Punch Above Your Weight!
Reasoning Machines
No Rose Without a Thorn - Obstacles to Successful LLM Deployments
Efficiently Scaling and Deploying LLMs
PodcastCohere Large Language Model at Scale
Data Privacy and Security
Agentic Relationship Management
Building Defensible Products with LLMs
PodcastMLOps Build or Buy, Startup vs. Enterprise?
Cost Optimization and Performance
What is the role of ML Engineers in the time of GPT4 and BARD?
Generative Interfaces Beyond Chat
PodcastMachine Learning Education at Uber
LangChain: Enabling LLMs to Use Tools
Age of Industrialized AI
DevTools for Language Models: Unlocking the Future of AI-Driven Applications
PodcastThe Birth and Growth of Spark: An Open Source Success Story
Challenges and Opportunities in Building Data Science Solutions with LLMs
Solving the Last Mile Problem of Foundation Models with Data-Centric AI
Vector Databases and Large Language Models
Want High Performing LLMs? Hint: It Is All About Your Data
MeetupDeclarative MLOps: Streamlining Model Serving on Kubernetes
PodcastML Scalability Challenges
MeetupTecton 0.6: Notebook-driven Development
PodcastMultilingual Programming and a Project Structure to Enable It
PodcastHow A Manager Became a Believer in DevOps for Machine Learning
PodcastAirflow Sucks for MLOps
PodcastML in Production: A DS from Ubisoft Perspective
Large Language Models in Production Round-table Conversation
MeetupThe 7 Lines of Code You Need to Run Faster Real-time Inference
MeetupLet's Talk About Raw Documents
PodcastMachine Learning Care
PodcastMLOps vs ML-as-a-Service
MeetupTeam Aurora: Accelerating ML with Kubeflow
MeetupThe Motivation for MLOps
PodcastFoundational Models are the Future but...