Machine Learning (Coursera)

This is my solution to all the programming assignments and quizzes of Machine-Learning (Coursera) taught by Andrew Ng. After completing this course you will get a broad idea of Machine learning algorithms. Try to solve all the assignments by yourself first, but if you get stuck somewhere then feel free to browse the code.

Contents

• Lectures Slides
• Solution to programming assignment
• Solution to Quizzes

by Andrew Ng, Stanford University, Coursera

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

Certificate

• Verified Certificate

References

[1] Machine Learning - Stanford University