What data analysis involves, the core tool stack, and pulling real data from public APIs.
8 lessons 144 min
Open moduleInfo Session — Mentor-Led Data Science & AI Program
RegisterFree · Self-paced · Certificate
Data Science Essentials is six modules from the Magnimind curriculum: Python, math, statistics, A/B testing and SQL. Every lesson, quiz and badge is free with an account, and there are no deadlines.
All six modules open at once. There is no drip release and no deadlines, and your progress saves to your account on any device.
Every lesson includes working code and a practice task. Run it in your browser; there's nothing to install.
Score 70% on a module quiz to earn its badge. Retakes are unlimited and every answer is explained. Six badges unlock the Data Science Essentials Certificate, which has a public verification page.
Follow the suggested order or open any module any time. Search all lessons →
What data analysis involves, the core tool stack, and pulling real data from public APIs.
8 lessons 144 min
Open moduleClean data structures, vectorized pandas, tests, and a project layout other people can run.
4 lessons 167 min
Open moduleVectors, matrices and linear transformations, worked in NumPy.
3 lessons 66 min
Open moduleSampling, distributions, hypothesis tests, effect size, power and resampling in Python.
9 lessons 120 min
Open moduleTurn a product question into a testable hypothesis, run the test properly, and pick the right t-test.
4 lessons 76 min
Open moduleRelational modeling, joins, aggregates, subqueries and window functions.
6 lessons 96 min
Open module$20/month
Seven advanced modules that continue from Essentials: feature engineering, machine learning, deep learning and LLMs, NLP, data engineering, Spark, and MLOps. The membership includes the Applied certificate, and an optional $250 exam seat adds the verified credential. Cancel any time.
See what's included →Weekly work with Silicon Valley mentors, real projects and an industry project, plus resume and interview prep. Choose the 15-week or 24-week track.
Join a free info session →