Machine learning - Iamandi Software Consulting

Machine learning

Courses

Machine Learning - Stanford (one of the best, probably; start with this one)

Download lectures and slides: https://class.coursera.org/ml-003/lecture

Learning from Data - Caltech (very good one, too, from what I hear)

Videos of the course: https://www.youtube.com/playlist?list=PLD63A284B7615313A

Neural Networks for Machine Learning - Toronto (very good one, too, from what I hear)
Intro to Artificial Intelligence
Deep Learning - Google
Mining Massive Datasets - Stanford
Machine Learning - Carnegie Mellon
Artificial Intelligence Planning - Edinburgh
Computational Neuroscience - Washington
Natural Language Processing - Columbia
Intro to Python for Data Science
Scientific Python lectures (very good introduction in Python and the scientific libraries used in machine learning and data analysis)
Introduction to Data Science - Washington
Introduction to Artificial Intelligence

Videos

Articles / Blogs

Tools / Resources

http://scikit-learn.org
http://mldata.org
https://www.quandl.com/
https://www.tensorflow.org/
https://www.kaggle.com/
http://conceptnet5.media.mit.edu/
http://www.datascienceontology.com/
http://deeplearning.net/
http://www.kdnuggets.com/
http://www.deeplearningbook.org/
https://sites.google.com/site/predictingstockmovement/
http://datasciencemasters.org/
https://github.com/donnemartin/data-science-ipython-notebooks
https://www.springboard.com/blog/data-science-interview-questions/

Images

Books
http://neuralnetworksanddeeplearning.com/index.html

Ċ

Bayesian Reasoning and Machine Learning.pdf

(13999k)

Ciprian Iamandi,

Mar 2, 2016, 3:45 AM

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Bishop - Pattern Recognition and Machine Learning.pdf

(9594k)

Ciprian Iamandi,

Feb 28, 2016, 10:48 AM

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elements_of_statistical_learning.pdf

(12992k)

Ciprian Iamandi,

Feb 28, 2016, 10:54 AM

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microsoft-machine-learning-algorithm-cheat-sheet-v6.pdf

(404k)

Ciprian Iamandi,

Mar 1, 2016, 2:31 AM

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mining_massive_data_sets.pdf

(3781k)

Ciprian Iamandi,

Feb 28, 2016, 10:52 AM

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ml_algorithms_cheat_sheet.pdf

(242k)

Ciprian Iamandi,

Mar 1, 2016, 2:28 AM