Step-by-Step Roadmaps
Master complex engineering domains with our structured visual roadmaps from novice to production expert.
Artificial Intelligence
A comprehensive, modern roadmap to Artificial Intelligence — from intelligent agents and heuristic search to deep neural networks, transformer models, and autonomous tool-calling agents.
Data Scientist
The master roadmap to becoming a professional Data Scientist — covering applied statistics, SQL data engineering, exploratory analysis, production ML pipelines, and causal experimentation.
Deep Learning Specialist
A deep-dive curriculum covering neural network calculus, PyTorch computational graphs, Computer Vision (CNNs, YOLO), NLP, Transformer attention, and Generative AI / RAG architectures.
Machine Learning Engineer
A master curriculum from mathematical foundations and statistical intuition to production scikit-learn architectures, ensemble methods, and automated MLOps pipelines.
Python Developer
A master curriculum from foundational syntax, memory references, and object-oriented design to CPython internals, async architectures, and high-performance AI tooling.