The Machine Learning Algorithm Cheat Sheet is a good place to start when picking a model. Check out this article to understand how best to use the cheat sheet.

Cheat Sheet: 5 Things Everyone Should Know About Machine Learning. ... A machine learning algorithm is given a “teaching set” of data, then asked to use that data to answer a question.

Applying machine learning algorithms and libraries: Standard implementations of machine learning algorithms are available through libraries, packages, and APIs (such as scikit-learn, Theano, Spark ...

Your Algorithms Cheat Sheet ... Even when they’re not pure black boxes, machine-learning algorithms can sometimes become complex enough that even their creators don’t fully understand them.