MLOps World: Machine Learning in Production Courses

Hope is Not a Strategy - Retrieval Patterns for MCP

1 rating

Discover structured retrieval patterns to move beyond "plug and pray" MCP implementations and achieve reliable LLM performance in production environments.

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

Building Multi-Cloud GenAI Platforms Without the Pain

1 rating

Discover how to build unified multi-cloud GenAI platforms using SkyPilot to overcome GPU shortages, reduce costs, and eliminate vendor lock-in across AWS, GCP, Azure, and more.

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

Testing AI Agents - A Practical Framework for Reliability and Performance

1 rating

Discover how to build robust testing frameworks for AI agents in production, covering regression testing, adversarial validation, and automated pipelines for reliability at scale.

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

Getting Your Custom AI Inferencing Pipeline Started with Vector's AI Deployment Bootcamp

Discover how to build custom AI inferencing pipelines using Infrastructure-as-code with Terraform and Python for GCP/AWS, incorporating MLOps best practices from Vector Institute's bootcamp.

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

SmolLM - The Rise of Small Language Models

Explore how small language models are revolutionizing AI by enabling advanced capabilities in resource-constrained environments and on-device applications.

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

Dynamic Models - Testing, Governance and Implementation

Discover how to implement dynamic models in production while balancing automation with proper governance, testing, and risk management controls for machine learning operations.

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

Building and Deploying LLM Platforms in the Enterprise - From Innovation to Implementation

Explore enterprise LLM platform development from architecture to deployment, covering model selection, infrastructure design, security, governance, and real-world applications.

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

Leveraging Cost-effective GenAI to Enable Compliance while Boosting Efficiency

Discover how National Bank of Canada uses cost-effective GenAI to automate complaint management, achieve 100% coverage, detect systemic issues, and streamline regulatory compliance processes.

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

Revolutionizing Pharma Commercial with Scalable AI

Discover how Sanofi leverages AI and GenAI to transform pharmaceutical commercial operations, enhance customer engagement through personalization, and optimize sales while ensuring ethical AI practices.

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

The Case for Fine-Tuning - Making LLMs Reliable in Specialized Domains

Discover how fine-tuning transforms general LLMs into reliable, domain-specific tools for healthcare, legal, and enterprise applications while reducing costs and improving accuracy.

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

Transform GenAI Applications Using Knowledge Graphs and Neo4j

Discover how knowledge graphs and Neo4j enhance GenAI applications through GraphRAG, reducing hallucinations while uncovering hidden data patterns and relationships.

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

Guide to Responsible Governance of GenAI in Organizations

Discover actionable strategies for governing Generative AI systems across organizations with role-based implementation, risk mitigation tools, and scalable practices.

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

Building an LLM Factory - Modular Setup for Continuous AI Model Iteration

Discover how to build an LLM factory for continuous iteration, covering data curation, prompt refinement, fine-tuning, and deployment in a modular, developer-friendly setup.

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

Containers for AI Development - Streamlining Environments and Dependency Management

Discover how containers streamline AI development with consistent environments and efficient dependency management for faster development processes.

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

The Building Blocks of Full Stack Agentic Applications

Explore the infrastructure and software components needed to build, deploy, and orchestrate full stack AI agents in production environments with practical demonstrations.

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