MLOps.community Courses

Collaboration and Strategy in Data Science and AI - MLOps Podcast

Explore collaboration, strategy, and data monetization in AI. Learn to become a multiplier, leverage effective strategies, and maximize data potential in the generative AI era.

• YouTube
• 52 minutes
• On-Demand
• Free Video

From Virtualization to AI Integration - MLOps Coffee Sessions

Explore AI integration challenges for businesses, from virtualization to modern ML systems. Gain insights on bridging gaps in AI implementation and investment strategies.

• YouTube
• 52 minutes
• On-Demand
• Free Video

Building Cody - An Open Source AI Coding Assistant

Explore Cody, an open-source AI coding assistant that enhances developer productivity through code exploration, natural language queries, and AI-powered code generation for complex codebases.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

FrugalGPT: Better Quality and Lower Cost for LLM Applications

Explore strategies to reduce LLM inference costs while improving accuracy. Learn about prompt adaptation, LLM approximation, and LLM cascade techniques for efficient and sustainable AI applications.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

LLMs vs LMs in Production - Key Differences in Using 100M vs 100B Parameter Models

Explore key differences between using 100M vs 100B parameter models in production, covering MLOps processes, prompt testing, automated training, and real-time inference for conversational AI.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Building RedPajama - Open-Source LLM Development

Explore open-source LLM development with RedPajama. Learn key aspects of creating broad datasets, strong base models, aligned instruction sets, moderation systems, and cost-effective infrastructure.

• YouTube
• 28 minutes
• On-Demand
• Free Video

LLM-based Feature Extraction for Operational Optimization

Explore LLM-based feature extraction for operational optimization in AI applications. Learn how to leverage GPT-3.5 for efficient content understanding and improved accuracy in product development.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Taming AI Product Development Through Test-driven Prompt Engineering

Explore test-driven development's crucial role in prompt engineering for AI systems. Learn to create reliable, predictable AI products through effective TDD practices.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Enabling Defense Missions with Local LLMs - Part 2

Explore LeapfrogAI, an open-source toolkit for deploying and managing LLMs in sensitive, regulated environments, addressing challenges in defense missions and air-gapped systems.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Using LLMs to Power Consumer Search at Scale

Explore how Perplexity AI leverages LLMs for accurate question-answering, and learn about the challenges in building large language models for consumer search applications.

• YouTube
• 37 minutes
• On-Demand
• Free Video

Using Large Language Models at AngelList - MLOps Podcast #171

Explore how AngelList leverages LLMs for scalable, cost-efficient news classification and investor insights. Learn about innovative solutions, prompt engineering, and empowering domain experts in AI integration.

• YouTube
• 52 minutes
• On-Demand
• Free Video

All the Hard Stuff with LLMs in Product Development - MLOps Podcast #170

Explore challenges in LLM implementation, including security concerns and ROI measurement. Learn strategies for successful AI initiatives from an industry expert's perspective.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Challenging Traditional Machine Learning Principles with LLMs - Part 2

Challenge traditional ML principles and explore how LLMs are reshaping methodology. Discover which rules still apply and which are becoming obsolete in the era of self-supervising, extrapolating models.

• YouTube
• 27 minutes
• On-Demand
• Free Video

The Confidence Checklist for LLMs in Production

Discover practical strategies for securing and confidently deploying LLM systems in production, addressing performance, user satisfaction, and system monitoring challenges.

• YouTube
• 33 minutes
• On-Demand
• Free Video

MLOps at the Age of Generative AI - Podcast Episode 169

Explore MLOps in the era of generative AI with insights on developing, training, and serving large language models. Gain practical knowledge on evaluating use cases and addressing challenges in AI product development.

• YouTube
• 57 minutes
• On-Demand
• Free Video