Resources for Data Sceince

I created a mind map of the resources easily accessible for becoming a Data Scientist.

Mind MapIf the map is not clearly visible then here is a link on iMind http://imm.to/vQSjF, .

The links cited in the mind map are:

  1. http://scikit-learn.org/stable/presentations.html

  2. http://www.youtube.com/watch?v=w26x-z-BdWQ

  3. http://www.nytimes.com/2009/08/06/technology/06stats.html?_r=3&emc=eta1&

  4. http://www.youtube.com/watch?v=YLiwCKpoW1Q

  5. http://www.youtube.com/watch?v=p8hle-ni-DM

  6. http://www.youtube.com/watch?v=MxRMXhjXZos

  7. http://videolectures.net/mloss08_hunter_mat/

  8. http://www.engr.ucsb.edu/~shell/che210d/numpy.pdf

  9. http://www.cs.ubc.ca/~nando/340-2009/lectures/linalg.pdf

  10. http://docs.python.org/2/tutorial/

  11. http://seat.massey.ac.nz/personal/s.r.marsland/MLbook.html

  12. http://www.cs.ubc.ca/~nando/340-2012/python.php

  13. http://www.quora.com/What-are-the-best-open-source-machine-learning-libraries-written-in-Python

  14. http://tryr.codeschool.com/

  15. http://ocw.mit.edu/courses/sloan-school-of-management/15-097-prediction-machine-learning-and-statistics-spring-2012/lecture-notes/MIT15_097S12_lec02.pdf

  16. In the Data Analysis R section https://www.kaggle.com/wiki/Tutorials

  17. http://www.johndcook.com/R_language_for_programmers.html

  18. Prerequisite section http://mlthirst.wordpress.com/2012/02/20/video-resources-for-machine-learning/

  19. Basic ML http://mlthirst.wordpress.com/2012/02/20/video-resources-for-machine-learning/

  20. http://shop.oreilly.com/product/0636920018483.do

  21. http://www.amazon.com/Pattern-Classification-2nd-Richard-Duda/dp/0471056693

  22. Advanced ML http://mlthirst.wordpress.com/2012/02/20/video-resources-for-machine-learning/

  23. http://www.bioinformatics.org/wiki/Introduction_to_bioinformatics_(book_list)

  24. http://www.bioinformatics.org/wiki/Genomics,_genetics_and_related_sequence_analysis_with_computers_(book_list)

  25. http://www.ats.ucla.edu/stat/r/

 

This will be improved over time. But this is a good initial start for me to get the ground running. Please add feedback in the comments.

 

 

Advertisements

Leave a Reply

Fill in your details below or click an icon to log in:

WordPress.com Logo

You are commenting using your WordPress.com account. Log Out / Change )

Twitter picture

You are commenting using your Twitter account. Log Out / Change )

Facebook photo

You are commenting using your Facebook account. Log Out / Change )

Google+ photo

You are commenting using your Google+ account. Log Out / Change )

Connecting to %s