The Full Stack Courses

Introduction to Deep Learning - Full Stack Deep Learning - March 2019

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Comprehensive introduction to AI and deep learning, covering key concepts, applications, and historical context. Explores data processing, computational requirements, and course structure.

• YouTube
• 26 minutes
• On-Demand
• Free Video

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
• On-Demand
• 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
• On-Demand
• Free Video

LLMOps - LLM Bootcamp

Explore LLMOps principles for improving language model applications, covering model selection, prompt management, testing strategies, evaluation metrics, deployment, and test-driven development.

• YouTube
• 49 minutes
• On-Demand
• Free Video

UX for Language User Interfaces - LLM Bootcamp

Explore UX principles for Language User Interfaces, including design patterns, case studies of Copilot and Bing Chat, and key considerations for creating effective AI-powered interfaces.

• YouTube
• 51 minutes
• On-Demand
• Free Video

Augmented Language Models - LLM Bootcamp

Explore techniques for enhancing language models with external context: retrieval augmentation, chaining, and tool use. Learn about embeddings, databases, and practical applications in AI development.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Launch an LLM App in One Hour

Learn to rapidly prototype and deploy an AI-powered app using LLMs. Explore the process from initial concept to MVP deployment in just one hour.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Project Walkthrough - AskFSDL - LLM Bootcamp

Walkthrough of building an LLM-powered Discord bot for answering questions about neural network applications, covering tooling, data cleaning, infrastructure, frontend, embeddings, and monitoring.

• YouTube
• 42 minutes
• On-Demand
• Free Video

LLM Foundations - LLM Bootcamp

Explore foundational concepts of large language models, including machine learning basics, Transformer architecture, and notable LLMs. Gain insights into pretraining datasets and instruction tuning.

• YouTube
• 48 minutes
• On-Demand
• Free Video

Learn to Spell - Prompt Engineering

Explore intuitions and techniques for effective prompt engineering, including decomposition, reasoning, and reflection, to unlock the full potential of language models.

• YouTube
• 52 minutes
• On-Demand
• Free Video

What's Next? - LLM Bootcamp

Explore the future of AI: multimodal robots, scaling limits, AGI possibilities, and safety concerns. Gain insights into key questions shaping the next era of language models and artificial intelligence.

• YouTube
• 1 hour
• On-Demand
• Free Video

LangChain Demo and Q&A with Harrison Chase

Explore LangChain, a framework for building LLM applications, through a demo and Q&A with its creator. Learn about its features, benefits, and potential applications in AI development.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Ethics - FSDL 2022

Explore ethical challenges in ML-powered products, from tech industry crises to AI rights. Learn about fairness, accountability, data ownership, and responsible development in machine learning.

• YouTube
• 1 hour 25 minutes
• On-Demand
• Free Video

ML Teams and Project Management - FSDL 2022

Comprehensive guide to ML team dynamics, hiring strategies, project management, and product design, offering insights for both aspiring professionals and team leaders in the machine learning field.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Foundation Models - FSDL 2022

Explore Transformers, Large Language Models, prompt engineering, and innovative applications like CLIP and image generation in this comprehensive overview of foundation models.

• YouTube
• 1 hour
• On-Demand
• Free Video