Machine Learning in Python
Week 1 – Python
Day 0 – Why Machine Learning
Day 1 – Just enough Python
Day 2 – Data Structures
Day 4 – Pandas
Day 5 – Visualization
Week 2 – Math
Day 6 – Linear Algebra
Day 8 – Introduction to Regression
Day 10 – Machine Learning Lifecycle
Week 3 – Supervised Machine Learning Algorithms
Day 11 – Logistic Regression
Day 14 – Support Vector Machine – SVM
- What is SVM
- Support Vectors
- Kernels
- Hyperplane
- Performance Tuning
- SVM for Regression
Day 15 – Ensemble Methods
Week 4 – Unsupervised Machine Learning Algorithms
Day 18 – Dimensionality Reduction