Discover AI Courses

JAX vs PyTorch 2 - Converting Stateful to Stateless Operations in Neural Networks

Explore functional programming in JAX through hands-on comparison with PyTorch 2, focusing on neural network implementation and stateless operations for gradient descent.

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

Connecting Multiple ChatGPT Sessions with Dynamic Instruction Prompt Templates

Master advanced prompt design techniques to connect and optimize multiple ChatGPT sessions using Dynamic Instruction Prompt Templates (DIPT), enabling continuous learning and improved effectiveness across conversations.

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

FrugalGPT: Reducing Costs and Improving Performance with LLM Cascades

Discover how to optimize LLM costs and performance through FrugalGPT's innovative approach using prompt adaptation, caching solutions, and multi-model cascades for efficient AI implementation.

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

Instruction Fine-Tuning and In-Context Learning of Large Language Models with Symbols

Delve into advanced concepts of LLM instruction fine-tuning and in-context learning, exploring symbol tuning, FLAN-PaLM models, and cutting-edge research developments.

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

Multi-Modal Transformer Agents Controlled by StarCoder - Building AI Systems Without LangChain

Explore how StarCoder orchestrates multi-modal transformer agents on HuggingFace Hub, enabling seamless connections between audio, visual, and text transformers for advanced AI applications.

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

The Inner Workings of Large Language Models - Visualizing Self-Attention Mechanisms

Dive into the mechanics of Large Language Models, exploring self-attention mechanisms, architectural designs, and performance optimization through clear visualizations and practical examples.

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

AI Design of Molecular Machines - Understanding Proteomics and Protein Structure Prediction

Explore how AI systems like AlphaFold2 revolutionize protein folding prediction and molecular machine design, advancing precision medicine and environmental solutions.

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

AI and Vision Technology in Webb Telescope Planet Discovery

Explore how AI analyzes vast astronomical data from Webb, Hubble, and other telescopes to uncover the mysteries of planetary formation around young stars.

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

AI in Political Science and Social Psychology - Predicting Public Opinion with Language Models

Explore how AI language models predict public opinion, analyze media effects on society, and revolutionize political science research through cutting-edge BERT systems and transformer architectures.

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

Building a Multi-AI System: Upgrading Vector Databases with BERT and GPT-4

Master building a cost-effective multi-AI system by integrating GPT-4 and BERT, transforming vector databases into interactive AI components with or without LangChain framework.

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

AutoGPT and BabyAGI - Understanding Autonomous AI Agents for Large Language Models

Explore autonomous AI agents AutoGPT and BabyAGI, understanding their capabilities, risks, and integration with GPT-4 and LangChain for automated resource management and task execution.

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

LangChain - Integrating External Documents and SQL with GPT-4

Dive into LangChain's capabilities for integrating external documents and SQL with GPT-4, learning to chain multiple data sources and leverage advanced language models effectively.

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

LLM Ecosystem: A Comprehensive Guide to Large Language Models and AI

Dive into the comprehensive world of Large Language Models, from GPT to LLaMA, covering model architectures, fine-tuning techniques, and practical implementation strategies for AI applications.

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

The ALPACA Code: Self-Instruct Fine-Tuning of Large Language Models

Dive into the technical implementation of self-instruct fine-tuning for Large Language Models using ALPACA, covering synthetic dataset generation and parallel task optimization.

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

Creating Self-Instruct Data Sets for LLM Fine-Tuning with ChatGPT

Master the creation of synthetic instruction datasets using ChatGPT and GPT-4 for fine-tuning language models, covering data generation, multi-task training, and task decomposition techniques.

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