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Google Colaboratory

  • Colaboratory is a free Jupyter notebook environment that requires no setup and runs entirely in the cloud. Colaboratory allows you to write and execute code, save and share your analyses, and access powerful computing resources, all for free from your browser.

Jupyter Notebook Documentation

  • Jupyter Notebook basically allows users to run interactive code and paragraph cells within the same "notebook". We will be using Python kernels although there are also Julia and R versions available for viewing at your leisure.

ML/Data Science Libraries:

NumPy

NumPy Documentation

  • NumPy is the fundamental package for scientific computing with Python.

Pandas

Pandas Documentation

Pandas Jupyter Notebook

  • Pandas allows us to do common data analysis tasks such as reading and writing data, reshaping of data, time series-functionality and more!

Keras

Keras Documentation

The Keras Blog

Great Keras Video Tutorial

Keras Examples

Explaining Keras by Siraj Raval

Available Loss Functions

https://medium.com/@vijayabhaskar96/tutorial-on-keras-imagedatagenerator-with-flow-from-dataframe-8bd5776e45c1

TensorFlow

TensorFlow PlayGround

(TensorBoard)[]

PyTorch

https://pytorch.org/tutorials/

https://speakerdeck.com/perone/pytorch-under-the-hood

Libraries to be Covered Another Time

CNTK, Theano, Caffe

Slideshow

Deep Learning Libraries

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An Introduction to State-of-the-Art Deep Learning Libraries/Frameworks

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