Paths

Roadmaps

Sequenced courses with a single track view. One path is live; the rest are in the pipeline.

Roadmap
Open

Python Foundations for Machine Learning

Python syntax and tooling, then NumPy arrays, then Pandas tables — the stack every ML course assumes.

  1. 01Python Basics
  2. 02NumPy
  3. 03Pandas
Roadmap
Coming soon

Beginner AI Roadmap

A guided path from programming basics to your first model.

  1. 01Python + tooling
  2. 02ML mindset & data literacy
  3. 03Scikit-learn fundamentals
  4. 04Project: solve a real task

This path is not available yet — we'll ship it in a future update.

Roadmap
Coming soon

Machine Learning Roadmap

Classical ML, evaluation, and production-grade iteration habits.

  1. 01Data pipelines
  2. 02Supervised & unsupervised
  3. 03Model selection
  4. 04Experiment tracking

This path is not available yet — we'll ship it in a future update.

Roadmap
Coming soon

Deep Learning Roadmap

From tensors to training loops and modern architectures.

  1. 01Framework fluency (PyTorch/TF)
  2. 02CNNs & RNNs
  3. 03Transformers up close
  4. 04Debug & regularize

This path is not available yet — we'll ship it in a future update.

Roadmap
Coming soon

Generative AI Roadmap

Build with foundation models, diffusion, and app patterns.

  1. 01Autoregressive & instruction tuning
  2. 02RAG and agents
  3. 03Image/video generation
  4. 04Latency, cost, safety

This path is not available yet — we'll ship it in a future update.

Roadmap
Coming soon

Research Paper Reading Roadmap

Learn to read papers critically and build a personal reading list.

  1. 01Notational fluency
  2. 02Experimental design
  3. 03SOTA tracking
  4. 04Reproduce key results

This path is not available yet — we'll ship it in a future update.

Roadmap
Coming soon

AI Engineer Roadmap

The full path from model to shipped product: APIs, data, and ops.

  1. 01Serving & APIs
  2. 02MLOps foundations
  3. 03Reliability + observability
  4. 04Cross-team collaboration

This path is not available yet — we'll ship it in a future update.