MLOps.community Courses

Designing ML Infrastructure for ML and LLM Use Cases

Explore best practices for building scalable ML infrastructure tailored to ML and LLM use cases. Gain insights on reusable architectures, maturity metrics, and navigating challenges in MLOps implementation.

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

Building the Next Generation of Reliable AI - Lessons and Predictions

Explore insights on developing reliable AI tools, learn from real-world experiences, and gain predictions on future AI tooling trends. Discover effective techniques and emerging breakthroughs in open-source AI development.

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

Anatomy of a Software 3.0 Company - AI in Production Keynote

Explore the design space of AI-native applications and learn Conviction's framework for assessing value, defensibility, and strategy in Software 3.0 companies.

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

The Art and Science of Training Large Language Models

Explore challenges and strategies in training large language models with insights from MosaicML experts. Gain practical knowledge on model optimization, data complexities, and efficient AI development.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

Security and Privacy in AI Production - Panel Discussion

Explore AI security risks, privacy engineering, and ethical implications with industry experts. Gain insights on balancing utility and privacy in the evolving AI landscape.

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

A Decade of AI Safety and Trust - Challenges and Solutions

Explore a decade of AI safety and trust, covering robustness, transparency, and regulation. Gain insights on building trustworthy AI systems and navigating emerging standards in the field.

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

The Real End-to-End RAG Stack - Lecture 217

Explore the intricacies of operational LLM + Search stacks, RAG applications, and maintaining response quality. Gain insights into document pruning, deduplication, and production-grade inference solutions for language models.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Managing Data for Effective GenAI Application - MLOps Podcast #216

Explore data management strategies for effective GenAI application with QuantumBlack AI experts. Learn about challenges, solutions, and best practices for scaling impact and improving data quality in organizations.

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

Becoming an AI Evangelist - From AI Models to Startup Founder

Explore Alex Volkov's journey from AI enthusiast to evangelist, covering startup founding, podcasting, and his role at Weights & Biases. Gain insights into AI innovation and practical applications.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video