MLCon | Machine Learning Conference Courses

Scalable Data Pipelines for ML - Integrating Argo Workflows and dbt

Discover how to build scalable ML data pipelines by integrating Argo Workflows and dbt. Learn to handle large datasets, optimize infrastructure, and enhance ML project efficiency through robust ELT processes.

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

Practical LLM Fine-Tuning for Semantic Search

Explore fine-tuning LLMs for semantic search in specialized domains. Learn data requirements, training techniques, and practical insights to enhance search capabilities using open-source tools.

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

Beyond 2026 - The Role of AI-Generated Content in Machine Learning

Explore the impact of AI-generated content on machine learning, addressing bias challenges and strategies for the future of ML in light of evolving regulations and technological advancements.

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

AI is MagIA: Explaining AI Concepts with Card Tricks

Unravel AI mysteries through captivating card tricks. Explore data domains, GANs, biased opinions, and transfer learning in this unique blend of magic and technology. Entertaining and informative for all ages.

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

A Cabinet of Deep Learning Curiosities - Unconventional Techniques and Overlooked Methods

Explore unconventional deep learning techniques, from obscure hacks to overlooked best practices, that have proven surprisingly effective in real-world projects.

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

The Untapped Potential of Audio ML Projects - Exploring Vocal Health Analysis

Explore the intersection of audio and machine learning, focusing on vocal health analysis and sound classification. Discover innovative applications and future potential in this emerging field.

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

Prompt Engineering Best Practices for Productive Customer Interactions

Explore effective prompt engineering strategies for natural language customer interfaces, focusing on RAG techniques to navigate diverse company content and address customer queries seamlessly.

• YouTube
• 50 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

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

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

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

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

Building an Agentic RAG Pipeline

Discover how intelligent agents revolutionize RAG systems by autonomously refining queries and enhancing response accuracy beyond traditional retrieval methods.

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