The Full Stack Courses

Factored Cognition Primer by Ought

Explore factored cognition through a hands-on livecoding session, diving into Ought's primer to understand complex problem-solving techniques and AI-assisted reasoning.

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

Getting Started with LLMs - Livecoding by Jeremy Howard

Explore LLM-based data analysis and synthetic data generation for the "LLM Science Exam" Kaggle competition through a hands-on livecoding session.

• YouTube
• 2 hours 16 minutes
• Self-Paced
• Free Video

Building Production-Ready LLM-Powered Applications

Explore strategies for developing robust, scalable LLM-powered applications in production environments, focusing on best practices and real-world implementation challenges.

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

Full Stack Deep Learning - 2022

Master the complete pipeline of building ML-powered products from neural networks to deployment, covering PyTorch, infrastructure, testing, and ethics.

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

Full Stack Deep Learning - Spring 2021

Master end-to-end deep learning from fundamentals to production deployment, covering CNNs, RNNs, transformers, MLOps, ethics, and real-world project implementation.

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

LLMOps - LLM Bootcamp

A tour of how teams continuously improve LLM-powered applications through model selection, prompt iteration, testing, evaluation, deployment, and monitoring.

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

UX for Language User Interfaces - LLM Bootcamp

Explore emerging interaction patterns for language interfaces powered by large language models, with UX case studies of GitHub Copilot and Bing Chat.

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

Augmented Language Models - LLM Bootcamp

Explores ways to augment language models with external context through retrieval, chains, and tool use.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Project Walkthrough - AskFSDL - LLM Bootcamp

A project walkthrough of an LLM-powered Discord bot, tracing its development from data cleaning and embeddings through deployment and monitoring.

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

What's Next? - LLM Bootcamp

A discussion of whether multimodal models can enable general-purpose robots, alongside questions about scaling, data, small models, AGI, and AI safety.

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

ML Teams and Project Management - FSDL 2022

Explore why machine learning teams are hard to manage, how they are organized, and how Agile practices can be adapted to ML projects.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Foundation Models - FSDL 2022

An overview of how transformer-based foundation models are fine-tuned and prompted, with examples spanning language tasks, semantic search, CLIP, and image generation.

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

Continual Learning - FSDL 2022

Build a continual learning system by refining model monitoring and retraining strategies, from logging and data curation to offline and online testing.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Deployment - FSDL 2022

Explores ways to turn an ML model into a useful product, from serving architectures and scaling to efficient edge deployment.

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

Data Management - FSDL 2022

A tour of the machine learning data stack, from storage and exploration through labeling and versioning.

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