From linear regression to Transformers, RAG and modern LLM architecture
Master modern AI by building models step-by-step. Notion-style prose canvas on the left, live Python sandbox and interactive visualizers on the right.
Reading canvas
First-principles analogies, KaTeX math, and architecture diagrams.
Live sandboxes
Direct Judge0 execution with automated test suites.
Visualizers
Interactive models you can tweak and explore in real-time.
Verifiable credentials
Official completion certificates signed with SHA-256.
6 levels · expand a level to see its modules, topics and interactive lessons.
Complete 100% of lessons to unlock your verifiable PDF certificate — emailed automatically.
Topic 1.1: What is AI? (Definition & Boundaries)
Deconstruct the boundaries between deterministic rule execution and stochastic pattern learning.
Topic 1.1: AI Spectrum & Terminology
Understand the hierarchy between AI, Machine Learning, Deep Learning, and Generative AI.
Topic 1.2: The AI Spectrum (AI vs. ML vs. DL vs. GenAI)
Understand the concentric hierarchy connecting AI, Machine Learning, Deep Learning, and Generative AI.
Topic 1.3: AI History & Breakthrough Timeline
Trace the milestone eras of AI from Turing and Dartmouth to the 2012 ImageNet inflection and 2026 Agents.
Topic 1.4: Types of AI (Narrow vs. General AI)
Contrast domain-specific Narrow AI with hypothetical Artificial General Intelligence (AGI).
Topic 1.5: AI in Daily Life (The Invisible Assistant)
Discover the dozens of hidden neural network inferences operating across everyday consumer applications.
Topic 1.6: Popular AI Tools & Live Playground
Survey the landscape of modern multimodal generative tools and inspect live token generation dynamics.
Topic 1.7: Prompt Engineering Basics
Learn the core anatomy of high-precision prompts: Role, Context, Task, Constraints, and Tone.
Topic 1.8: AI Ethics, Bias & Hallucinations
Analyze training data skews, proxy variables, demographic parity, and the EU AI Act risk framework.
Topic 1.9: Level 1 Capstone: End-to-End Problem Solver
Synthesize foundation concepts into an end-to-end customer support dispute triage workflow.
Topic 2A.1: Advanced Prompting (CoT & Few-Shot)
Unlock complex reasoning through Chain-of-Thought scratchpads and few-shot input-output exemplars.
Topic 2A.2: AI Productivity Tools & Workflow Simulators
Simulate corporate copilots for executive briefing, meeting summarization, and task delegation.
Topic 2A.3: AI Content Generation & Dynamic Tone Control
Master the generation sliders: tune formality, brevity, and sampling temperature for distinct business audiences.
Topic 2A.4: No-Code Automation Pipelines
Connect webhooks, sentiment classifiers, and Slack/email actions into declarative automated pipelines.
Topic 2A.5: AI in Business Strategy & ROI Evaluation
Quantify enterprise AI investments: calculate token unit economics, model costs, and implementation feasibility.
Topic 2A.6: Track A Capstone: Enterprise Automation Suite
Build and validate a complete multi-step business workflow combining AI classification, tone adaptation, and alerting.
Real evaluated performance across all interactive coding labs, quizzes, and verified checkpoints.
Threshold-based sticky mastery with automatic spaced review scheduling
Rankings reset every Sunday ·
