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ml-coursera-stanford

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Machine Learning by Stanford University. Programming assignments.

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# Machine Learning
by Andrew Ng, Stanford University, [Coursera](https://www.coursera.org/learn/machine-learning/home/welcome)

### Week 1
- [X] Videos: Introduction
- [X] Quiz: Introduction
- [X] Videos: Linear Regression with One Variable
- [X] Quiz: Linear Regression with One Variable

### Week 2
- [X] Videos: Linear Regression with Multiple Variables
- [X] Quiz: Linear Regression with Multiple Variables
- [X] Videos: Octave/Matlab Tutorial
- [X] Quiz: Octave/Matlab Tutorial
- [X] Programming Assignment: Linear Regression

### Week 3
- [X] Videos: Logistic Regression
- [X] Quiz: Logistic Regression
- [X] Videos: Regularization
- [X] Quiz: Regularization
- [X] Programming Assignment: Logistic Regression

### Week 4
- [X] Videos: Neural Networks: Representation
- [X] Quiz: Neural Networks: Representation
- [X] Programming Assignment: Multi-class Classification and Neural Networks

### Week 5
- [X] Videos: Neural Networks: Learning
- [X] Quiz: Neural Networks: Learning
- [X] Programming Assignment: Neural Network Learning

### Week 6
- [X] Videos: Advice for Applying Machine Learning
- [X] Quiz: Advice for Applying Machine Learning
- [X] Videos: Programming Assignment: Regularized Linear Regression and Bias/Variance
- [X] Machine Learning System Design
- [X] Quiz: Machine Learning System Design

### Week 7
- [X] Videos: Support Vector Machines
- [X] Quiz: Support Vector Machines
- [X] Programming Assignment: Support Vector Machines

### Week 8
- [X] Videos: Unsupervised Learning
- [X] Quiz: Unsupervised Learning
- [X] Videos: Dimensionality Reduction
- [X] Quiz: Principal Component Analysis
- [X] Programming Assignment: K-Means Clustering and PCA

### Week 9
- [X] Videos: Anomaly Detection
- [X] Quiz: Anomaly Detection
- [X] Videos: Recommender Systems
- [X] Quiz: Recommender Systems
- [X] Programming Assignment: Anomaly Detection and Recommender Systems

### Week 10
- [X] Videos: Large Scale Machine Learning
- [X] Quiz: Large Scale Machine Learning

### Week 11
- [X] Videos: Application Example: Photo OCR
- [X] Quiz: Application: Photo OCR

ml-coursera-stanford

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