MLOps World: Machine Learning in Production Courses

Go to Prod With AI Automated Workflow at Work - A Case Study from Microsoft Teams Agent

Discover how to deploy AI agents in production using observability techniques through a Microsoft Teams bot case study with open-source tools like Monocle.

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

From Benchmarks to Reality - Embedding HITL in Your MLOps Stack

Discover how to integrate human-in-the-loop (HITL) into MLOps pipelines for trustworthy GenAI, balancing automation with essential human oversight for quality and context.

• YouTube
• 20 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

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

Fake Data, Real Power - Crafting Synthetic Transactions for Bulletproof AI

Master synthetic data generation techniques using GANs, TVAEs, and GPT models to create privacy-preserving AI datasets for fraud detection and financial applications.

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

A Pragmatist's Guide to Building Knowledge Graphs from Unstructured Data

Discover how to build KG-ETL pipelines that transform unstructured data into knowledge graphs using LLMs, comparing three architectures and their trade-offs for modern AI systems.

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

AI Agent Evals - From Testing to Trust

Discover how to build trustworthy AI agents through comprehensive evaluation workflows, from pre-launch testing to production monitoring and scaling strategies.

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

Durable AI Agents - They're Failure Proof

Discover how to build failure-proof AI agents using Temporal's workflow orchestration. Learn fault-tolerant design principles and recovery strategies for production systems.

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

What Does a Foundational Data Layer for the AI Era Look Like?

Discover how ApertureDB creates a foundational data layer for AI systems, enabling multimodal data management, contextual memory, and semantic reasoning for next-gen AI agents.

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

AI Red Teaming - Why and How to Jailbreak LLM Agents

Discover how adaptive multi-turn attacks jailbreak LLM agents and learn practical strategies for continuous red teaming, automated threat detection, and human-in-the-loop monitoring.

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

Fuel iX - Powering Enterprise-Wide Productivity with Generative AI

Explore FueliX, a model-agnostic GenerativeAI SaaS platform revolutionizing enterprise productivity and creativity workflows through practical real-world applications and versatile AI implementation.

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

Optimized RAG - Strategies for Cost and Scale

Master cost-effective RAG deployment with embedding quantization, context compression, and ranking techniques. Includes hands-on Python lab using Elasticsearch and Hugging Face models.

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

Reinforcement Learning for LLMs to Enhance Safety

Discover practical reinforcement learning techniques to align LLMs for safer responses through hands-on RLHF training and safety strategy development.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

RAG - The 2025 Best-Practice Stack, Prototype to Production

Discover the 2025 best-practice RAG stack from prototype to production, featuring LangGraph, LangSmith, QDrant, and enterprise deployment phases with hands-on application building.

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

Stop RESTing - Wake up your AI with MCP

Discover how to connect AI agents to real-world data by building MCP wrappers that transform REST APIs into powerful tools your AI can actually use in this hands-on Python workshop.

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