MLOps World: Machine Learning in Production Courses

Context Engineering - Practical Techniques for Improving Agent Quality Today

Master context engineering techniques to improve AI agent reliability and performance through strategic prompting, reasoning, and tooling rather than relying on larger models.

• YouTube
• 1 hour 40 minutes
• Self-Paced
• Free Video

How Math-Driven Thinking Builds Smarter Agentic Systems

Discover how mathematical foundations drive smarter agentic AI systems, from model selection to hybrid architectures and rigorous benchmarking for production-ready agents.

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

MLOps and GenAI Lightning Talks - Production AI Insights and Best Practices

Discover rapid-fire insights from 9 leading AI engineers and founders sharing cutting-edge MLOps, GenAI systems, and production AI best practices in 5-minute lightning talks.

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

Agent Drift - Understanding and Managing AI Agent Performance Degradation in Production

Discover how to detect, measure, and mitigate Agent Drift - the gradual performance degradation affecting AI agents in production through evolving data and shifting behaviors.

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

Multilingual ML in Action - Building and Deploying Continental R&D's First Predictive ML Model

Discover how Continental built and deployed their first predictive ML model for tire performance forecasting, from proof of concept to production-ready system integrated with business tools.

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

Why CI/CD Fails for AI and How CC/CD Fixes It

Discover why traditional CI/CD fails for AI systems and learn the CC/CD framework for safely scaling autonomous AI products with continuous calibration and behavioral monitoring.

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

Video Intelligence Is Going Agentic

Explore how agentic video intelligence transforms AI systems to reason, plan, and execute sophisticated visual tasks autonomously, achieving 98% efficiency gains in real-world applications.

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

DNS-like Trust Layer for Secure, Scalable AI-Agent Deployments on Kubernetes

Discover how PayPal's Agent Name Service (ANS) creates a DNS-inspired trust layer for secure AI agent deployments on Kubernetes with GitOps, OPA, and Sigstore integrations.

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

Building and Evaluating Agents

Discover how to transform LLMs into production-ready agents with design principles, evaluation methods, and monitoring workflows for reliable business solutions.

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

Insights and Epic Fails from 5 Years of Building ML Platforms

Uncover hard-won lessons from 5 years building ML platforms at scale, including tool selection, drift detection myths, inference tradeoffs, and epic fails that shaped real-world MLOps success.

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

A Practical Guide to Fine-Tuning and Deploying Vision Models

Master efficient fine-tuning and deployment of large vision models for production with hands-on techniques for data sampling, temporal augmentation, and adapter-based optimization.

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

From Zero to One - Building AI Agents From the Ground Up

Discover how to build autonomous AI agents from scratch, covering reasoning, reflection, tool integration, and reinforcement learning for production-ready systems that transform data into insights.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

How to Build and Evaluate Agentic AI Workflows with FloTorch

Master enterprise-grade agentic AI workflows with FloTorch's gateway, covering LLM integration, smart routing, governance, observability, and cost optimization for production deployment.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

Orchestrating AI Agents to Structure the World's Product Knowledge

Discover how Shopify orchestrates specialized AI agents to manage millions of product taxonomies, scaling expert knowledge across domains through LLM-as-Judge systems and multi-agent workflows.

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

Vibe-Coding Your First LLM End-to-End Application

Discover context engineering and build your first end-to-end LLM application using AI-assisted development tools like Cursor and Claude CLI in this hands-on workshop.

• YouTube
• 2 hours 2 minutes
• Self-Paced
• Free Video