A Large set of Machine Learning Resources for Beginners to Mavens

Note : I regularly update this list.

 Machine Learning 101:

I. Introduction to Machine Learning

II.  Linear Regression

III) Linear Algebra

V) Linear Regression with Multiple Variables
- Gradient Descent

- Optimization

IV) Octave Tutorial

VI) Logistic Regression (LR)

VII) Regularization

overview using advanced math

VIII and IX) Neural Networks

- backpropagation

XI) Machine Learning System Design

Precision, recall, accuracy, …

XII) Support Vector Machines

XIII) Clustering

XIV) Dimensionality Reduction

XV) Anomaly Detection

- Google Analytics http://www.google.com/analytics/
- anomaly detection with Google Analytics (example)

Must purchase this article (I did not purchase but appears to be good) http://www.sciencedirect.com/science/article/pii/S138912860700062X

- Gaussian distribution

XVI) Recommender Systems

- Collaborative Filtering

XVII) Large Scale Machine Learning

- stochastic gradient descent

- parallelized stochastic gradient descent

- recursive partitioning:

Machine Learning 201:

Online Lectures:

Deep Learning:

Sparse Coding:

Some good articles on working with the command line:

Jacobian Iteration for Singular Value Decomposition:

Fortran:

Mathematics, Statistical Theory and Probability Theory:

Methods of Optimization:

Theoretical Computer Science:

Random but Important Things:

R:

Python:

Miscellaneous Links:

 

Credits goes to Resources
I added some of my places to that list as well.

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  • Amar Prabhu

    Just wanted to say thanks!

  • Rehan

    Awesome collection :D

  • Steven Taylor

    Great list although I'm having trouble with the youtube links.

    • http://www.erogol.com/ erogol

      Thanks :)

      I checked some of the links but no problem. Would you point he broken one in your case?

      • Steven Taylor

        The links are working for me now. I'm not sure what the issue was then.

        Thank you, I'm going to bookmark this site.

  • Ke Sang

    Great job and many thanks!!