Foundation · Weeks 0-6
This phase should deliver a portfolio artifact you can show:
- Python
- Linear algebra
- Statistics
- Pandas & NumPy
Core ML · Weeks 6-14
This phase should deliver a portfolio artifact you can show:
- Supervised learning
- Model evaluation
- scikit-learn
- Feature engineering
Deep Learning · Weeks 14-22
This phase should deliver a portfolio artifact you can show:
- Neural nets
- CNNs
- Transformers
- PyTorch
Applied AI · Weeks 22-30
This phase should deliver a portfolio artifact you can show:
- LLMs
- RAG
- Agents
- MLOps
Weekly cadence
How to structure each week:
- 3-4 focused study blocks
- 1 project checkpoint
- 1 hour of review + notes
- One community post or share
Continue reading
More on Artificial Intelligence
Artificial Intelligence — complete pillar guide
The full overview, roadmap and career map.
What is Artificial Intelligence? A Complete 2026 Guide
Artificial Intelligence is the discipline of building software that reasons, perceives and acts. Modern AI blends machine learning, deep learning and large l…
Artificial Intelligence Career Roadmap 2026: Roles, Skills, Salary
Step-by-step Artificial Intelligence career roadmap: roles, salary bands, skills and a 6-12 month learning plan for 2026.
Artificial Intelligence Salary Guide 2026 (India + Global)
Artificial Intelligence salary in India by role, experience and city. Compare junior to senior compensation for 2026.
Top Artificial Intelligence Tools in 2026
The essential Artificial Intelligence tools professionals use in 2026 — with strengths, use cases and how to learn each.
Artificial Intelligence Applications: Real Industry Use Cases
How Artificial Intelligence is used across industries — from healthcare to finance. Real 2026 use cases you can learn from.