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## Week 1: Linear Classifiers & Logistic Regression
---

- **[Lecture](./lecture/week1)**
- [intro](./lecture/week1/intro.pdf)
**[Lecture](./lecture/week1)**
- [intro.pdf](./lecture/week1/intro.pdf)
- [logistic-regression-model-annotated.pdf](./lecture/week1/logistic-regression-model-annotated.pdf)
- module-2-linear-classifier-assignment-graphlab [[ipynb](./lecture/week1/quiz-Learning%20Linear%20Classifiers.ipynb)] [[nbviewer](http://nbviewer.jupyter.org/github/tuanvu216/coursera-university-of-washington/blob/master/machine_learning/3_classification/lecture/week2/quiz-Learning%20Linear%20Classifiers.ipynb)]

**[Assigment](./assignment/week1)**
- module-2-linear-classifier-assignment-graphlab [[ipynb](./assignment/week1/module-2-linear-classifier-assignment-graphlab.ipynb)] [[nbviewer](http://nbviewer.jupyter.org/github/tuanvu216/coursera-university-of-washington/blob/master/machine_learning/3_classification/assigment/week1/module-2-linear-classifier-assignment-graphlab.ipynb)]
- quiz-week1-assignment.ipynb [[ipynb](./assignment/week1/quiz-week1-assignment.ipynb)] [[nbviewer](http://nbviewer.jupyter.org/github/tuanvu216/coursera-university-of-washington/blob/master/machine_learning/3_classification/assigment/week1/quiz-week1-assignment.ipynb)]

## Week 2: Linear Classifiers & Logistic Regression

### Learning Linear Classifiers

**[Lecture](./lecture/week2)**
- [logistic-regression-learning-annotated.pdf](./lecture/week2/logistic-regression-learning-annotated.pdf)
- quiz-Learning Linear Classifiers.ipynb [[ipynb](./lecture/week2/quiz-Learning%20Linear%20Classifiers.ipynb)] [[nbviewer](http://nbviewer.jupyter.org/github/tuanvu216/coursera-university-of-washington/blob/master/machine_learning/3_classification/lecture/week2/quiz-Learning%20Linear%20Classifiers.ipynb)]

**[Assigment](./assignment/week1)**
- module-3-linear-classifier-learning-assignment-blank-graphlab.ipynb [[ipynb](./assignment/week2/module-3-linear-classifier-learning-assignment-blank-graphlab.ipynb)] [[nbviewer](http://nbviewer.jupyter.org/github/tuanvu216/coursera-university-of-washington/blob/master/machine_learning/3_classification/assigment/week2/module-3-linear-classifier-learning-assignment-blank-graphlab.ipynb)]
- quiz-week2-assignment1.ipynb [[ipynb](./assignment/week2/quiz-week2-assignment1.ipynb)] [[nbviewer](http://nbviewer.jupyter.org/github/tuanvu216/coursera-university-of-washington/blob/master/machine_learning/3_classification/assigment/week2/quiz-week2-assignment1.ipynb)]

### Overfitting & Regularization in Logistic Regression

**[Lecture](./lecture/week2)**
- [logistic-regression-overfitting-annotated.pdf](./lecture/week2/logistic-regression-overfitting-annotated.pdf)
- quiz-Overfitting & Regularization in Logistic Regression.ipynb [[ipynb](./lecture/week2/quiz-Overfitting%20%26%20Regularization%20in%20Logistic%20Regression.ipynb)] [[nbviewer](http://nbviewer.jupyter.org/github/tuanvu216/coursera-university-of-washington/blob/master/machine_learning/3_classification/lecture/week2/quiz-Overfitting%20%26%20Regularization%20in%20Logistic%20Regression.ipynb)]

**[Assigment](./assignment/week1)**
- module-4-linear-classifier-regularization-assignment-blank-graphlab.ipynb [[ipynb](./assignment/week2/module-4-linear-classifier-regularization-assignment-blank-graphlab.ipynb)] [[nbviewer](http://nbviewer.jupyter.org/github/tuanvu216/coursera-university-of-washington/blob/master/machine_learning/3_classification/assigment/week2/module-4-linear-classifier-regularization-assignment-blank-graphlab.ipynb)]
- quiz-week2-assignment2.ipynb [[ipynb](./assignment/week2/quiz-week2-assignment2.ipynb)] [[nbviewer](http://nbviewer.jupyter.org/github/tuanvu216/coursera-university-of-washington/blob/master/machine_learning/3_classification/assigment/week2/quiz-week2-assignment2.ipynb)]

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