MLOps.community Courses

Solving LLM Data Problems with Vector Databases - Part 2

Explore vector databases' role in LLM apps, focusing on solving data issues and democratizing access to this technology for efficient billion-scale vector search.

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

Evaluating LLM-based Applications - Part 2

Learn hands-on techniques for evaluating language models, including data sourcing, automated metrics, and human evaluation. Gain practical tools for assessing LLM-based applications effectively.

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

Python Power: How Daft Embeds Models and Revolutionizes Data Processing - Podcast 165

Explore Daft, an open-source query engine revolutionizing multimodal data processing. Learn about efficient data storage, governance, and innovative developments in unstructured data management.

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

Open Ecosystem to Fight Closed Models in Large Language Models

Explore open-source LLMs as privacy-preserving alternatives to closed models. Learn integration challenges, solutions, and benefits for secure AI application environments.

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

Building and Curating Datasets for RLHF and LLM Fine-tuning

Learn effective strategies for dataset construction, curation, and annotation to enhance RLHF and LLM models using Argilla's open-source data platform for integrating human and machine feedback.

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

Understanding the LLM Economics: The $360k Question - Lecture

Explore LLM economics, comparing costs of RAG vs fine-tuning and open-source vs commercial models. Gain insights on optimizing expenses for production-ready LLM applications.

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

Embeddings and Retrieval for LLMs: Techniques and Challenges

Explore embedding-based retrieval for AI apps, including key limitations and mitigation techniques. Learn about Chroma, an open-source embedding database for LLM applications.

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

Open Source and Fast Decision Making in DevOps - MLOps Podcast Episode 164

Explore open-source practices, automation, and version control for operational independence in infrastructure management with RackN CEO Rob Hirschfeld.

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

Using Vector Databases: Practical Advice for Production - LLMs in Prod Conference

Explore vector databases for LLMs in production. Learn design patterns, context retrieval, feature injection, and common pitfalls. Gain practical insights for efficient deployment and management.

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

Pitfalls and Best Practices - 5 Lessons from LLMs in Production

Discover key insights on deploying LLMs in production environments. Learn from real-world case studies, avoid common pitfalls, and implement emerging best practices for successful AI integration.

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

Scalable Evaluation and Serving of Open Source LLMs

Explore challenges and solutions for serving open-source LLMs in production, focusing on scalable evaluation and deployment strategies.

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

LLMs as Intelligent Assistants - Revolutionizing Business Productivity

Explore how LLMs revolutionize business productivity as intelligent assistants. Learn about Salesforce's AI integration across Sales, Service, Marketing, and Development, driving innovation and efficiency.

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

Large Model Training and Inference with DeepSpeed

Explore DeepSpeed's journey in revolutionizing large model training and inference, from ZeRO and 3D-Parallelism to democratizing LLMs with limited resources and accelerating deployment.

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

Building LLM Applications for Production

Explore key challenges in deploying LLMs to production, covering essential considerations for real-world application development and implementation.

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

The Emerging Toolkit for Reliable, High-quality LLM Applications

Explore emerging techniques in LLMOps for building, tuning, and maintaining high-quality LLM applications. Learn about testing tools, programming frameworks, and methods to control LLM outputs for desired goals.

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