Step-by-Step Roadmaps
Master complex engineering domains with our structured visual roadmaps from novice to production expert.
Build Your Own Custom Roadmap
Design your personal engineering curriculum, organize milestones, track study progress, and save securely in your browser.
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.