Machine Learning

Machine Learning

Overview:

Machine Learning is the basis for the most exciting careers in data analysis today. Machine learning brings together computer science and statistics to harness that predictive power. Understanding the philosophy behind machine learning

Module List:

• Introduction
• Linear Regression with One Variable
• Linear Algebra Review
• Linear Regression with Multiple Variables
• Octave/Matlab
• Logistic Regression
• Regularization
• Neural Networks: Representation
• Neural Networks: Learning
• Advice for Applying Machine Learning
• Machine Learning System Design
• Support Vector Machines
• Unsupervised Learning
• Dimensionality Reduction
• Anomaly Detection
• Recommender Systems
• Large Scale Machine Learning
• Application Example: Photo OCR