Stanford University offers a range of free online video courses on various topics taught by Stanford faculty. In statistics and data analysis category, there is an interesting course offered online on machine learning taught by Andrew Ng.
Topics to be covered in this course :
- Linear Regression
- Logistic Regression
- Principle Component Analysis
- Neural Network
- Support Vector Machine
- Best practices in machine learning (bias/variance theory; innovation process in machine learning and AI).
Course link : Analytics & Machine Learning Video Course
Duration : 10 weeks of study