ACADEMIC + PRACTICAL AI ENGINEERING
From Data to
Agentic AI
in 20 Days
Master Artificial Intelligence from first principles. Begin with data and models, progress through Machine Learning, Deep Learning, Transformers, LLMs, Generative AI, RAG and Agents, and finish by building a production-style enterprise AI system.
20 days · story-format lessons · labs, quizzes, badge and certificate
THE LEARNING JOURNEY
- 1
Foundations
Data + AI
- 2
Models
ML + Deep Learning
- 3
Language
Transformers + LLMs
- 4
Knowledge
Embeddings + RAG
- 5
Action
Agents + Tools
Eleven milestones, one route
From orientation to a defended capstone. Each milestone lists its days, duration, topics, outcome and the step it adds to your Project Studio build.
Welcome aboard the Course Rider — fasten your seat belt.
Pit stop: Step away for ten minutes. Recall beats rereading.
Focus radar: Name three things you can now explain out loud.
Lessons that read like a storybook
No endless scroll. Each day is paged: turn one spread at a time and every lesson follows the same rhythm, so you always know where you are.
Five phases, twenty days
Fundamentals and Foundations
AI, data, information, classification, storage, quality, governance, Python and APIs.
Models and Machine Learning
Features, labels, algorithms, training, evaluation, deployment and monitoring.
Deep Learning and Transformers
Neurons, networks, backpropagation, CNNs, RNNs, LSTMs, attention and Transformers.
LLMs, Generative AI and Knowledge
Tokens, embeddings, context, prompting, generation, multimodal AI, vector search and RAG.
Agents and Enterprise AI
Tool calling, memory, planning, permissions, observability, approval and enterprise architecture.
HOW WE TEACH
Accessible by Design
Readable typography, keyboard navigation, alt text and responsive layouts.
Evidence Based
Evaluation, measurement, source validation and fact-checking throughout.
Learn by Building
Every concept connects to code, a lab or a project.
Privacy First
Protect personal, student, customer and enterprise data.
Responsible AI
Transparency, human oversight, security and safe tool use.
FINISH LINE
Earn the Fifth AI Engineer badge
Clear all twenty days, pass the capstone assessment and download a certificate carrying your name.