Build mathematical foundations
Study probability, statistics, and linear algebra.
Explore datasets, statistics, and analytical models.
A simplified study sequence based on roadmap.sh. Explore the original for branches and optional topics. Progress stays on this device.
Study probability, statistics, and linear algebra.
Practice programming and exploratory analysis.
Clean data and select appropriate representations.
Train and evaluate basic machine learning models.
Study deeper learning methods and experimentation.
Explain results and understand production constraints.
Source: roadmap.sh
View Original RoadmapLink checked Oct 1, 2026Convert bits, bytes, GB, MB, and binary storage units instantly.
Calculate a percentage, a share, or a percentage change.
Calculate a shift duration, including overnight shifts and unpaid breaks.
A flexible code editor with extensions, debugging, and Git integration.
Distributed version control for source code and collaborative projects.
Run JavaScript outside the browser and manage packages with npm.