AI Course Materials
Access weekly slides, detailed notes, and hands-on exercises for each topic.
Course Progress Overview
Weekly Schedule
Foundations and History
Course introduction, history of AI from Turing to modern era, and mathematical foundations
Deep Learning Foundations
Basics of deep learning, PyTorch introduction, and building your first neural network
Advanced Neural Networks
RNNs, LSTMs, attention mechanisms, and introduction to Transformers
Transformers Deep Dive
Complete Transformers architecture, implementation, and pre-training concepts
Building Language Models
Training small language models, evaluation, and introduction to large language models
Multimodal AI
Vision-language models, speech recognition, TTS, and multimodal architectures
Hugging Face Ecosystem
Hugging Face library, chat apps, inference optimization, and serving models
Fine-tuning Fundamentals
Introduction to fine-tuning, supervised fine-tuning implementation and practice
Advanced Fine-tuning
Unsupervised fine-tuning, RLHF, policy optimization, and DPO techniques
Parameter Efficient Methods
Prompt tuning, prefix tuning, LoRA implementation, and serving custom models
Model Optimization
Inference optimization, knowledge distillation, quantization, and deployment
AI Agents Fundamentals
Introduction to agentic AI, simple reflex agents, and LangGraph basics
LangGraph Agent Development
Advanced LangGraph, conversational agents, reasoning agents, and tool usage
Cloud AI and Deployment
MLOps, AWS Bedrock, Azure AI solutions, and cloud deployment strategies
Business Applications
Real-world problem solving, case studies, business integration, and customer support agents
Final Projects and Assessment
Final project presentations, course review, future trends, and final examination
How to Use This Platform
1. Select a Week
Click on any week card to access that week's materials and resources.
2. Navigate Content
Use the sidebar to browse daily topics, slides, and detailed notes.
3. Practice Coding
Open the Jupyter notebook panel for hands-on Python exercises.