Intermediate Lessons

The Real E2E RAG Stack // Sam Bean // MLOps Podcast #217

Tecton's Approach to Scaling Data Aggregations // Mike Eastham // MLOps podcast #209 clip

Managing Data for Effective GenAI Application // Anu Arora and Anass Bensrhir // MLOps Podcast #216

Becoming an AI Evangelist // Alex Volkov // MLOps Podcast #215

A Survey of Production RAG Pain Points and Solutions // Jerry Liu // AI in Production Conference

Evaluating and Integrating ML Models // Morgan McGuire and Anish Shah // MLOps Podcast #213

Data Governance and AI // Alexandra Diem // MLOps Podcast #212

DSPy: Understanding Stacking and Chaining Networks in Language Models // Omar Khattab

Prompt Templates the Song

Ads Ranking Evolution at Pinterest // Aayush Mudgal // MLOps Podcast #211

LLM Evaluation with Arize AI's Aparna Dhinakaran // MLOps Podcast #210

Mitigating LLM hallucinations paper breakdown

Lightweight Feature Platform // Matt Bleifer & Mike Eastham // MLOps Podcast #209

[Exclusive] QuantumBlack Round-table // Gen AI Buy vs Build, Commercial vs Open Source

Implications of Gen AI: ML 1.0's Future? // Patrick Barker & Farhood Etaati // Podcast #204 clip

Micro Graph Transformer Powering Small Language Models // Jon Cooke // MLOps Podcast #208

How Data Platforms Affect ML & AI // Jake Watson // MLOps Podcast #207

Evaluating AI Models and Building Societal Trust // Aleksa Gordić // MLOps Podcast #203 clip

RAG Has Been Oversimplified // Yujian Tang // MLOps Podcast #206

MLOps at the Crossroads // Patrick Barker & Farhood Etaati // MLOps Podcast #204

The Future of Visual Generative AI Development // Mihail Eric // MLOps Podcast #200 clip

Founding, Funding, and the Future of MLOps // Mihail Eric // MLOps Podcast #200

Data Wrangling and AI Transformation // Venky Ganti & Laurel Orr // MLOps Podcast #196 clip

LLMs in Focus: From One-Size Fits All to Verticalized Solutions // Venky Ganti & Laurel Orr // #196

DSPy: Matrix Representations in Information Retrieval // Omar Khattab

DSPy: Transforming Language Model Calls into Smart Pipelines // Omar Khattab // MLOps Podcast #194

Proactive Steps for Securing MLOps Projects // Chris Van Pelt // MLOps Podcast #192 clip

OpenAI's GPT Empowering Language Models with Code Execution // Gregory Kamradt // Podcast #191 clip

MLOps Community: LLMs Mini Summit // MLOps Mini Summit Meetup #3

Building Defensible AI Apps // Gregory Kamradt @DataIndependent // MLOps Podcast #191

Meeting Summaries, Q&A, and Generative Use Cases // Rohit Agarwal // MLOps podcast #189 clip

Guarding LLM and NLP APIs: A Trailblazing Odyssey for Enhanced Security //Ads Dawson // Podcast #190

Designing for Forward Compatibility in Gen AI // Rohit Agarwal // MLOps Podcast #189

A Product Manager's Approach to Technology Complexity // Faizaan Charania // Podcast # 187 clip

The State of Open Source AI: Deployment Engines, Licences, & Hardware // Casper da Costa-Luis // LT

Behind the Scenes : The Challenges on Building AI Applications // Yuze Ma // LLMs III Lightning Talk

Impact of LLMs on the Tech Stack and Product Development // Anand Das // MLOps Podcast #188

AI Squared: Breaking LLMs out of the Chat Application // Benjamin Harvey // LLMs III Talk

Product Engineering for LLMs // LLMs in Production Conference Part III // Panel 2

Product Strategy for LLM features when LLM isn’t your Product // Harini Kannan // LLMs III LT

Finetuning LLMs // Greg Diamos // LLMs in Production Conference III Lightning Talk

TimeGPT: The First Foundation Model for Time Series // Azul Garza // LLMs III Lightning Talk

Building Effective Products with GenAI // Faizaan Charania // MLOps Podcast #187

False Starts and Dead Ends: Building a Retrieval Augmented Generation System // Wes Ladd // LLMs III

Feature Infrastructure // Mike Del Balso & Josh Wills // MLOps Podcast # 186 clip

From Building Self-driving Cars to Building LLM Applications // Effy Zhang //LLMs III Lightning Talk

Addressing Privacy and the GDPR in LLM Applications // Pieter Luitjens // LLMs III Lightning Talk

Efficient Serving of LLMs for Experimentation and Production with Fireworks.ai // Dmytro Dzhulgakov