📖 Preview: 2020 Archived Course Materials (Read-Only)
About this Course
Comprehensive 7-week course covering the complete data analysis pipeline using Python. Learn NumPy, Pandas, Matplotlib, and machine learning fundamentals through hands-on exercises and real-world projects.
📅 Course Content (7 Weeks)
- Week 1: Python Basics
- Week 2: Python Fundamentals & NumPy
- Week 3: NumPy, Matplotlib, Image Processing & Pandas
- Week 4: Advanced Pandas
- Week 5: Pandas & Linear Regression
- Week 6: Bayesian Analysis, Clustering & PCA
- Week 7: Final Project
🎯 Topics Covered
- Data manipulation with NumPy and Pandas
- Data visualization with Matplotlib
- Linear regression and statistical modeling
- Machine learning: Clustering, PCA, Bayesian analysis
- Image processing with Python
📚 License: Course materials are licensed under Creative Commons BY-NC-SA 4.0
Authors: Jarkko Toivonen & Saska Dögnes, University of Helsinki