Python for Data Science
advanced3 levels10 stages40 lessons
This is the path structure only. Once you sign up, MICHi builds your own version, measures real mastery through review gateways and spaced repetition, and ends with a verifiable certificate.
Level 1 — Foundational Python for Data Science
- 1.Mastering Python Basics for Data Analysis5 lessons
- 2.Scientific Computing with NumPy4 lessons
- 3.Project: Analyzing Scientific Data with NumPy3 lessons
Level 2 — Core Data Science Tools and Techniques
- 1.Data Manipulation with Pandas5 lessons
- 2.Data Visualization with Matplotlib and Seaborn4 lessons
- 3.Introduction to Machine Learning with Scikit-learn4 lessons
- 4.Project: Exploratory Data Analysis and Predictive Modeling3 lessons
Level 3 — Advanced Data Science Applications and Deployment
- 1.Advanced Machine Learning with Ensemble Methods and Deep Learning Basics5 lessons
- 2.Data Engineering and Big Data Fundamentals with Python4 lessons
- 3.Project: Building and Deploying a Data Science Application3 lessons
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