Discover AI Courses

Prompt Engineering: Implementing Tree of Thoughts with GPT-4 - AI Education Case Study

Explore the implementation of Tree of Thoughts (ToT) framework in GPT-4, examining its application for AI education planning and demonstrating advanced prompt engineering techniques for complex problem-solving.

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

Chain of Thought and Instruction Fine-Tuning for Enhanced Language Model Performance

Explore how Chain of Thought and instruction fine-tuning techniques enhance language models' performance, from basic reasoning tasks to simulating human behavior and decision-making processes.

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

Fine-Tuning Code Language Models - A Practical Guide

Master the process of fine-tuning Code LLMs using instruction datasets, from environment setup to implementation, with hands-on demonstrations using StarCoder and practical GPU requirements guidance.

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

From Text to Code - Empowering Developers with Code Assistance Using StarCoder and GPT-4

Explore how StarCoder, a 16B open-source model, competes with GPT-4 in Python code generation, examining its architecture, training process, and real-world performance in coding tasks.

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

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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video