MLOps.community Courses

Integrating Knowledge Graphs and Vector RAG for Efficient Information Extraction - Reading Group Session

Explore integrating knowledge graphs and vector retrieval for enhanced information extraction from unstructured financial documents, improving accuracy and efficiency in data analysis.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

Boosting LLMs: Performance, Scaling, and Structured Outputs - MLOps Mini Summit 8

Explore techniques to enhance LLM performance, scale models in production, and improve structured outputs. Learn from experts about information extraction, scaling challenges, and innovative programming approaches for better AI results.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Global Feature Store - Optimizing Locally and Scaling Globally at Delivery Hero

Explore Delivery Hero's innovative approach to MLOps, from micro feature stores to a unified Global Feature Store, optimizing local practices while scaling globally for enhanced efficiency.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

RAG Quality Starts with Data Quality - Enhancing Retrieval-Augmented Generation Systems

Explore data quality's crucial role in Retrieval-Augmented Generation (RAG) systems. Learn data prep essentials, overcome challenges, and enhance performance while ensuring privacy and governance in enterprise settings.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Who's MLOps for Anyway? - Navigating AI Initiatives and ROI

Explore strategies for successful AI implementation, avoiding common pitfalls, and balancing innovation with ROI in this insightful discussion on MLOps and its role in organizations.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Alignment is Real - Fine-Tuning vs. Prompting in Domain-Specific Tasks

Explore fine-tuning techniques for domain-specific LLMs, discussing strategies for feedback integration, RAG implementation, and AI infrastructure decisions to achieve significant performance improvements.

• YouTube
• 39 minutes
• Self-Paced
• Free Video

Ax: A New Way to Build Complex Workflows with LLMs - MLOps Podcast

Explore Ax, a TypeScript library for building complex LLM workflows. Learn about prompt signatures, tuning, and composable prompts for RAG and agent-powered applications in production environments.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Visualize - Bringing Structure to Unstructured Data - MLOps Podcast #258

Explore techniques for structuring and visualizing unstructured data in machine learning, from classification to Retrieval-Augmented Generation, using tools like UMAP and Renumics Spotlight to uncover patterns and evaluate model performance.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

MLSecOps: Fundamental to Robust AI Security Posture Management - Podcast #257

Explore MLSecOps for robust AI security posture management. Learn to threat model AI/ML risks, measure and improve organizational security, and integrate security practices into the AI/ML lifecycle.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

MLOps for GenAI Applications - MLOps Podcast #256

Explore MLOps best practices for GenAI applications, focusing on RAG framework integration, CI/CD pipelines, automation, and robust application design with Kubernetes and related tools.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Exploring Long Context Language Models - MLOps Reading Group August 2024

Explore the potential of Long-Context Language Models to replace traditional methods like retrieval, RAG, and SQL. Dive into recent research and engage in critical discussions about LCLMs' capabilities and limitations.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

BigQuery as a Feature Store for AI/ML Applications

Discover how to transform BigQuery into an effective feature management system for AI/ML applications. Learn about designing feature tables, addressing challenges, and optimizing workflows without additional software.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Design and Development Principles for LLMOps - MLOps Podcast #254

Explore design and development principles for LLMOps with Andy McMahon. Learn about software engineering practices, new techniques, and the transition from MLOps to LLMOps in this insightful discussion.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

The Variational Book - Exploring Generative AI and Diffusion Models

Explore the evolution of generative AI, diffusion models, and LLMs with ML scientist Yuri Plotkin as he discusses his upcoming book "The Variational Book" and shares insights on advanced machine learning concepts.

• YouTube
• 55 minutes
• Self-Paced
• Free Video

Harnessing AI APIs for Safer, Accurate, and Reliable Applications

Explore strategies for integrating AI APIs to build safer, more accurate applications. Learn to mitigate risks, enhance performance, and improve quality in production settings for RAG and AI-assisted knowledge work.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video