MLOps.community Courses

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

Reliable LLM Products Fueled by Feedback - MLOps Podcast #251

Explore user-centric approaches for reliable LLM products. Learn to convert feedback into actionable insights, analyze root causes, and optimize AI solutions for real-world deployment across various industries.

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

AI Operations Without Fundamental Engineering Discipline - MLOps Podcast #250

Explore the anti-AI hype trend and learn how to bridge the gap between management and tech for effective AI implementation. Gain insights on balancing engineering fundamentals with AI initiatives.

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

AI in Healthcare - Integrating AI Solutions for Patient Engagement and Data Management

Explore AI's impact on healthcare with Eric Landry, discussing patient engagement, data management, and privacy concerns. Learn about benchmarking LLMs and developing innovative solutions to improve health outcomes.

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

Evaluating the Effectiveness of Large Language Models - Challenges and Insights

Explore challenges and insights in evaluating large language models, covering performance metrics, prompt engineering, and real-world applications. Gain expert perspectives on model selection and future improvements.

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

Extending AI: From Industry to Innovation

Explore industry insights on MLOps and AI implementation, covering challenges in model management, revenue optimization, and governance. Learn about integrating vision models, predictive maintenance, and generative AI in various sectors.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

AI for Good - Detecting Harmful Content at Scale

Explore AI-driven strategies for detecting harmful online content at scale, optimizing speed and accuracy while addressing cultural sensitivities and evolving challenges in content moderation.

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

Why Data Scientists Should Learn Software Engineering Principles

Learn essential software engineering principles for data scientists to improve code quality, modularity, and readability. Enhance project scalability and model deployment capabilities.

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

AI Agents for Consumers - The Future of AI and Consumer Empowerment

Explore RealChar's Rivia, an AI application leveraging generative AI and machine learning to handle mundane calls and customer service, freeing human time for meaningful tasks. Gain insights on AI challenges and future prospects.

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

Accelerating Multimodal AI - From Tabular ML to Generative Video Systems

Explore challenges and solutions in multimodal AI, from data management to efficient inference. Learn about systems supporting research and productionization in generative video and language models.

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