MLOps.community Courses

A Survey of Production RAG Pain Points and Solutions

Explore production challenges and solutions for Retrieval Augmented Generation (RAG) in LLM applications. Learn about pain points, evolving architectures, and strategies for building robust AI systems.

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

LLM Use Cases in Production - Panel Discussion

Explore real-world LLM applications in production, from startups to sales. Gain insights on industry objectives, product launch challenges, and integrating human touch with AI technology.

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

Information Retrieval and Relevance: Vector Embeddings for Semantic Search

Explore vector embeddings for semantic search, learning techniques to create meaningful representations and apply them in information retrieval systems. Gain insights from an experienced technologist.

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

Data Governance and AI - Challenges and Opportunities in MLOps

Explore data governance, AI challenges, and MLOps with Alexandra Diem. Gain insights on balancing tech projects, agile methods, and integrating AI into workflows. Learn about specialized chatbots and data-driven problem-solving.

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

Ads Ranking Evolution at Pinterest - From Logistic Regression to Deep Learning

Explore Pinterest's ads ranking evolution, from logistic regression to deep learning transformers, incorporating sequential signals and multi-task learning. Gain insights on overcoming challenges and advancing ML platforms.

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

LLM Evaluation: Challenges and Best Practices - MLOps Podcast #210

Explore LLM evaluation complexities, Phoenix library's role, and customized assessments in AI applications. Gain insights on fine-tuning, model selection, and production deployment for effective AI implementation.

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

Micro Graph Transformer - Powering Small Language Models for Data Product Ecosystems

Explore specialist small language models using graph transformers to accelerate data product ecosystems. Learn about innovative approaches to building and deploying business-facing analytics efficiently.

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

How Data Platforms Affect Machine Learning and Artificial Intelligence - MLOps Podcast

Explore how data platforms impact AI and ML applications, covering foundations, design patterns, data quality, and team structures for effective ML implementation.

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

RAG Has Been Oversimplified - Exploring Complexities in Retrieval Augmented Generation

Explore the complexities of Retrieval Augmented Generation (RAG) beyond its oversimplified portrayal. Gain insights into practical challenges and nuanced considerations for developers working with RAG systems.

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

The Myth of AI Breakthroughs - Cutting Through Hype in Neural Network Research

Explore AI realities, efficient model training, and cutting-edge research with Jonathan Frankle. Gain insights on facial recognition, the lottery ticket hypothesis, and navigating AI hype.

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

MLOps at the Crossroads - Challenges and Future Directions

Explore MLOps challenges, LLM applications, and industry trends with experts Patrick Barker and Farhood Etaati. Gain insights on tool adoption, OSS MLOps, and the future of AI implementation in various sectors.

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

Pioneering AI Models for Regional Languages - MLOps Podcast

Explore AI models for regional languages with Aleksa Gordić, focusing on YugoGPT for Balkan dialects. Gain insights on multilingual AI development, challenges, and opportunities in the evolving field of machine learning and MLOps.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Language, Graphs, and AI in Industry

Explore key insights on successful ML production, focusing on ROI, common practices, and essential considerations. Gain valuable perspectives beyond typical AI news coverage.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Founding, Funding, and the Future of MLOps - MLOps Podcast Episode 200

Explore MLOps, AI-driven creativity, and the future of technology with Storia AI co-founder Mihail Eric. Gain insights on LLMs, image generation, and AI's impact across industries.

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

Challenges Operationalizing Machine Learning and Solutions

Explore challenges and solutions in operationalizing ML systems. Learn about team dynamics, communication issues, and MLOps from an SRE/DevOps perspective. Gain practical guidance for adopting best practices in this evolving field.

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