Machine Learning


Analytics in Python 


0. Python, IPython, Jupyter notebook, Graphlab Installation on Windows - http://bit.ly/2foqtrI
1. Learning Pandas #1 - Series - http://bit.ly/2hAlZ0u
2. Learning Pandas #2 - DataFrame  -  http://bit.ly/2ii6Mlu
3. Learning Pandas #3 - Working on Summary & Missing Data - http://bit.ly/2iUROTB
4. Learning Pandas #4 - Hierarchical Indexing - http://bit.ly/2i8AMx9
5. Learning Pandas #5 - Read & Write Data from File - http://bit.ly/2icXN2f
6. 10 mins with Pandas Library - http://bit.ly/2i0qPky
7. Learning Numpy #1 - http://bit.ly/2iIwIEc
8. Learning Numpy #2 - http://bit.ly/2j9T5TZ
9. Plotting in Python - Learning Matplotlib #1 -
10. Plotting in Python - Learning Matplotlib #2
11. Getting Started with Graphlab - A Python library for Machine Learning - http://bit.ly/2fovmRz
12. Learning Graphlab - SFrame #1 - http://bit.ly/2g4c4gt
13. Learning Graphlab - SFrame #2 - http://bit.ly/2iE5imy


Other Resources: 


1. Scikit-Learn Tutorial Series - http://buff.ly/1XnDWv6
2. 7 Free Machine Learning Courses - http://buff.ly/1XoBapa
3. k-nearest neighbor algorithm using Python - http://buff.ly/1SLyUZX
4. 7 Steps to Mastering Machine Learning With Python - http://buff.ly/1SLyZwR