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Table of Contents
Useful Links
This page will contain links to helpful on-line material.
Software Installed on CS Network
Jobs in Machine Learning
Recent News
Distill, useful explanations of machine learning concepts.
Towards Data Science, introductions and tutorials related to machine learning
https://www.exponentialview.co/Exponential View Newsletter has cool visualizations of data related to many current and future issues, such as environment and energy.
An AI speed test shows clever coders can still beat tech giants like Google and Intel, by James Vincent, May 7, 2018
Deep Learning Weekly newsletter: Check out this Nov, 2019 video by Andrej Karpathy, Head of AI at Tesla, summarizing Tesla's deep learning approach to self-driving cars.
The State of Artificial Intelligence in 15 Visuals
Ipython Notebook (Jupyter) google group
Mastering the game of Go with deep neural networks and tree search
Python
Tutorial on using groupby and other functions in pandas.
Neural Networks Tutorial (excellent introduction to neural nets with python and numpy)
Machine Learning with Numpy (very thorough set of jupyter notebooks as tutorials to numpy, pandas, neural networks, and other topics)
Neural Network Tutorial with Numpy
Emacs - the Best Python Editor?
Installing and running python and jupyter notebook on Windows 10
IDEs
Visualizations in Python
PyVis A nice overview of visualization packages available in python.
Math
Mathematics for Machine Learning, by Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong.
Notebook
Running your jupyter notebook on a remote machine
Spell checking and other extensions
A Gallery of Interesting Ipython Notebooks on Github
Reinforcement Learning
Data Sources
Hardware
NVIDIA DGX-1, deep learning system