Data Mining and Statistical Learning

Useful Information for R learning:

• Try R from Code School.
• SwirlStat for R learning
• Resource to help you learn and use R, from UCLA

 

Useful Information for Python Learning:

• Learning Python Online 
• Data Mining with Python tools

 

Useful Information for Matlab Learning:

• Learning Matlab
• PRML Matlab
• Scikit Learn

 

Useful Information for Data Mining:

• EBook: An Introduction to Statistical Learning with Applications in R
• Original R Codes for the Ebook
• Slides and videos for Statistical Learning MOOC by Hastie and Tibshirani available separately here. 
• Slides and video tutorials related to this book by Abass Al Sharif can be downloaded here.
• For a more advanced treatment of these topics: The Elements of Statistical Learning.
• Patter Recognition and Machine Learning-Bishop(2006)
• Patter Recognition and Machine Learning-Bishop-Book Website
• Patter Recognition and Machine Learning-Matlab

 

• PSU Data Mining Course Materials
• Machine Learning by Andrew Ng
• Machine Learning by Hung-yi Lee[spring 2017]
• Machine Learning by Hung-yi Lee[fall 2016]

 

Useful Information for Deep Learning:

• Deep Learning by Hung-yi Lee[spring 2017]
• Deep Learning by Ian Goodfellow et al.

 

Useful Information for Statistics:

• Introduction to R
• What is Statistics
• Ststiatics Career