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Minimal and clean examples of machine learning algorithms implementations

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do you have examples for Factorization machines like How to run examples without installation cd MLAlgorithms python -m examples.linear_models

it is really great code , only how to run it MLAlgorithms/mla/fm.py may you add example , as you did for other models?

When I run `nnet_convnet_mnist.py` in the IDE , it throw the error. ![_20161220143641](https://cloud.githubusercontent.com/assets/4702353/21340569/7845fb8e-c6c2-11e6-9bda-8300f7945e8e.png) ![_20161220142543](https://cloud.githubusercontent.com/assets/4702353/21340570/7849f720-c6c2-11e6-9228-ba75f4abae7a.png) Thank you @rushter

In https://github.com/rushter/MLAlgorithms/blob/master/mla/pca.py#L48, the variance ratio of a component is calculated as the square of its eigenvalue divided by the sum of all squared eigenvalues. But according to https://stats.stackexchange.com/questions/31908/what-is-percentage-of-variance-in-pca, the proportion...

I notice you use a 3rd party module to evaluate the gradient of your cost function in your GD routine. What was the reasoning behind this and why not implement...

I cloned the repo and tried running the example in README.md without explicit installation; ``` python -m examples.linear_models ``` I get the following result (using Mac/Anaconda/Python 2.7x): ``` /anaconda/bin/python: Import...

Fix issue https://github.com/rushter/MLAlgorithms/issues/89 by change dependency

Hi, In **MLAlgorithms**, inappropriate dependency versioning constraints can cause risks. Below are the dependencies and version constraints that the project is using ``` tqdm matplotlib>=1.5.1 numpy>=1.11.1 scikit-learn>=0.18 scipy>=0.18.0 seaborn>=0.7.1 autograd>=1.1.7...