Learning Levels
Six levels taking you from foundational AI concepts through production AI products to advanced model internals. Each level builds on the previous one.
AI Foundations
BeginnerUnderstand what AI is, how machine learning works and why it matters.
What is Artificial Intelligence?
What is Machine Learning?
Deep Learning
Neural Networks
Training
Data
Models
Inference
Large Language Models
Prompt Engineering
AI Bias & Fairness
Classical Machine Learning
Train a Tiny Classifier
Hands-on, runs in your browser via Google Colab, no signup required.
Generative AI
Beginner to IntermediateMaster large language models, prompt engineering and real-world GenAI applications.
What is Generative AI?
Transformers
Attention Mechanism
Embeddings
Vector Databases
Retrieval-Augmented Generation (RAG)
AI Agents
Function Calling
Model Context Protocol (MCP)
Context Engineering
Tokens & Tokenization
Hallucinations
Context Windows
Reinforcement Learning & RLHF
Build a 10-Line RAG Demo
Hands-on, runs in your browser via Google Colab, no signup required.
AI Engineering
IntermediateBuild production AI systems with RAG, agents, evaluation and observability.
AI System Architecture
Prompt Evaluation
AI Guardrails
Model Selection
AI Evaluation Metrics
AI Testing
AI Security
AI Observability
AI Deployment
Production AI Systems
Structured Output & JSON Mode
RAG in Practice: Chunking, Hybrid Search & Reranking
Build a Guardrailed Request Pipeline
Hands-on, runs in your browser via Google Colab, no signup required.
Enterprise AI
AdvancedDeploy AI at scale with governance, security, multi-agent orchestration and cost optimization.
AI Orchestration
Multi-Agent Systems
Agent Communication Patterns
Workflow Engines
AI Memory Systems
Enterprise Knowledge Architecture
AI Governance
Responsible AI
AI Cost Optimization
Enterprise AI Architecture
AI Gateway
Agent Harness
AI Red-Teaming
Quality-Based Model Routing & Ensembling
Build a 2-Agent Orchestration Flow
Hands-on, runs in your browser via Google Colab, no signup required.
Building AI Products
AdvancedDesign, launch and scale complete AI products from idea to global platform.
AI Product Thinking
AI Product Discovery
Designing AI User Experiences
Prompt UX & Conversation Design
AI Product Architecture
Building an AI MVP
AI Product Metrics
AI Product Launch
Scaling AI Products
AI Product Capstone
Fine-tuning LLMs
Multimodal AI
Human-in-the-Loop Design
AI Product Cost Management
AI Feature A/B Testing
AI Legal & Compliance
Prompt Versioning & Management
Competitive Analysis for AI Products
Diffusion Models & Image Generation
Advanced AI
AdvancedGo under the hood: reasoning models, MoE, quantization, synthetic data and the road to AGI.
Reasoning Models
Mixture of Experts (MoE)
Quantization & Distillation
Open vs Closed Models
Synthetic Data & Training Pipelines
The Road to AGI
Voice AI & Real-Time Multimodal
On-Device & Edge AI Inference
Quantize and Run a Small Model Locally
Hands-on, runs in your browser via Google Colab (free T4 GPU), no signup required.