MLOps World: Machine Learning in Production Courses

Agentic AI Workshop - Where Innovation Meets Implementation

Discover how to build and deploy Agentic AI applications through hands-on training in intelligent assistants, HR automation, and business process automation for enterprise innovation.

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

Retrieval Reimagined - LLM and Embedding Mastery Using OSS Locally

Master local LLM and embedding optimization using open-source tools. Build, fine-tune, and test language models while discovering innovative retrieval techniques for precise, actionable insights.

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

CPU Inferencing of Language Models in Teradata

Discover how to run Huggingface language models directly in Teradata's database using CPU-only inference, achieving GPU-like performance through parallel processing for enterprise AI workflows.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

LLMOps Infrastructure for Production-Grade Agentic RAG Applications with Union.ai

Master LLMOps infrastructure for production-grade agentic RAG applications using Union.ai platform, covering deployment, iteration, and systematic improvement techniques.

• YouTube
• 1 hour 26 minutes
• Self-Paced
• Free Video

Scaling Large Language Models - Getting Started with Large-Scale Parallel Training of LLMs

Master parallel training strategies for billion-parameter LLMs through hands-on implementation of data, tensor, and pipeline parallelism techniques.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

From DAGs to Decisions with Chalk - Evaluate Accordingly

Discover how to transform data pipelines into actionable decisions using Chalk's evaluation framework for production ML systems.

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

Bringing Model Context Protocol to the Enterprise

Discover how to implement Model Context Protocol in enterprise environments for enhanced machine learning operations and production deployment strategies.

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

Why Agentic AI Requires A New Approach to Orchestration

Discover why agentic AI systems demand innovative orchestration strategies beyond traditional ML workflows and learn new approaches for managing autonomous AI agents.

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

Mission Data Possible - Rethinking Data Architecture

Discover how to rethink modern data architecture strategies and overcome common challenges in data management and infrastructure design.

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

NVIDIA Dynamo Platform - Scale and Serve Generative AI

Discover how NVIDIA's Dynamo Platform enables scalable deployment and serving of generative AI models for production environments.

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

Get RAG into Production in 15 Minutes

Discover how to deploy RAG systems into production environments quickly and efficiently with practical implementation strategies and best practices.

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

Scaling AI Observability Across Models and Data Pipelines

Discover how to implement comprehensive observability strategies for AI systems, covering model monitoring and data pipeline management at scale.

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

Video Intelligence Is Going Agentic

Discover how video intelligence is evolving toward agentic AI systems with practical insights from industry expert James Le in this 30-minute MLOps presentation.

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

The Value of Data Agentic Tooling - A Work In Progress

Explore data agentic tooling's evolving value in MLOps workflows and production environments through practical insights and current industry developments.

• YouTube
• 17 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