Start: February 9, 2020. Finish: April 2, 2020.
TOTAL:
- Week 1
- Introduction
- Linear Regression with One Variable
- Linear Algebra Review
- Week 2
- Linear Regression with Multiple Variables
- Octave/Matlab Tutorial
- Week 3
- Logistic Regression
- Regularization
- Week 4
- Neural Networks: Representation
- Week 5
- Neural Networks: Learning
- Week 6
- Advice for Applying Machine Learning
- Machine Learning System Design
- Week 7
- Support Vector Machines
- Week 8
- Unsupervised Learning
- Dimensionality Reduction
- Week 9
- Anomaly Detection
- Recommender Systems
- Week 10
- Large Scale Machine Learning
- Week 11
- Application Example: Photo OCR