MLOps.community Courses

Automating Data Annotation with Large Language Models - Workshop 1

1 rating

Explore techniques for automating data annotation using Large Language Models. Learn workflows, result interpretation, validation, and integration into machine learning pipelines for efficient model finetuning.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Data Labeling Best Practices for Fine-Tuning LLMs

1 rating

Discover best practices for data labeling in LLM fine-tuning. Learn strategies for hiring, data preparation, and managing labelers to enhance AI model performance.

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

Ghostwriter - AI Writing That Learns From You

1 rating

Explore AI-powered email writing that mimics your style and content. Learn how Ghostwriter learns from your past to create personalized, relevant emails effortlessly.

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

Unpacking Three Types of Feature Stores - MLOps Podcast

Explore feature stores, vector stores, and embeddings in ML and LLMs. Learn about personalization in prompts, MLOps challenges, and innovations from Featureform's CEO Simba Khadder.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

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

Reinvent Yourself and Be Curious - MLOps Career Insights - Podcast #264

Explore MLOps career transitions, essential pipeline components, and practical challenges with insights from an experienced engineer. Gain valuable perspectives on industry trends and best practices.

• YouTube
• 57 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