MLCon | Machine Learning Conference Courses

Experience with an End-to-End MLOps Pipeline - Practical Insights and 3D Architectural Perspectives

Discover real-world MLOps pipeline implementation with 3D architectural integration, covering design optimization, production best practices, and lessons from practical deployment experiences.

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

Which AI Model Wins in Telecom Talk? Comparing Speech-to-Text Systems for Turkish Telecom

Explore cutting-edge research comparing Wav2Vec2, Whisper, TDNN, and LSTM speech-to-text models for Turkish telecom applications, revealing which performs best with technical jargon.

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

How HUK-COBURG Became a Data-Driven Insurance Leader

Discover how HUK-COBURG transformed into a data-driven insurance leader, leveraging big data, AI, and machine learning to revolutionize personalized pricing, customer service, and claims processing.

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

Make ChatGPT Reliable - Avoiding Hallucinations and Building Stable LLM APIs

Discover hard-won strategies for building reliable LLM APIs, avoiding hallucinations, enforcing consistency, and transforming any prompt into a stable, production-ready function.

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

AI Is Changing Engineering Forever - How Generative AI Simplifies Systems Engineering

Discover how Generative AI simplifies systems engineering through real-world applications in designing and managing complex systems like satellites and planes.

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

Confidential AI - Enabling Trustworthy Ecosystems in the Age of Agentic Intelligence

Explore how Confidential AI leverages hardware-based isolation and encryption to secure autonomous AI systems, protecting sensitive data and models in untrusted environments.

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

Attention is Not All You Need - Exploring Beyond LLMs in Machine Learning

Explore diverse ML models and techniques beyond LLMs to discover alternative solutions for your machine learning projects and broaden your technical horizons.

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

MCP, A2A, and AG-UI - Architecting Agent Intelligence Beyond Chat

Explore advanced agentic AI architectures using MCP, A2A, and AG-UI protocols to build dynamic, context-aware systems that move beyond static chatbots toward intelligent agent ecosystems.

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

AI Agents Unplugged - No Frameworks, Just Code

Discover how to build AI agents from scratch using only Python and LLM APIs, covering memory management, tool integration, error handling, and reasoning loops without frameworks.

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

The Elusive Ground Truth - An Ongoing Journey in Data Labeling

Explore the complex journey of building data labeling processes, from solo annotation to hybrid models, while confronting subjectivity and bias challenges in ML.

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

Structured Outputs in OpenAI - Building Reliable JSON-Based AI Integrations

Master structured JSON outputs with OpenAI models to build reliable, production-ready AI integrations using developer-defined schemas for consistent responses.

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

How to Make LLMs Truly Understand Context - Advanced RAG with Knowledge Graphs

Discover how knowledge graphs transform RAG systems to make LLMs truly understand context, improving accuracy while reducing hardware requirements in this 52-minute MLcon session.

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

Agentic Workflows vs. LLM Fine-Tuning

Explore trade-offs between multi-agent AI workflows and LLM fine-tuning strategies, featuring SFT techniques, deployment pipelines, and Model Context Protocol integration demos.

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

STOIC Security - Shielding Your Generative AI App from the Five Deadly Risks

Discover the STOIC framework to defend generative AI systems against five critical cybersecurity threats: Stolen, Tricked, Obstructed, Infected, and Compromised risks.

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

Demystifying AI - The Math, Models, and Magic Behind Machine Learning

Discover the fundamentals of deep learning, neural networks, and how AI models like GPT and RAG actually work through clear explanations and vivid illustrations.

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