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advanced-machine-learning-specialization

Advanced Machine Learning Specialization on Coursera

color-switch-replica

This is the source code for a Color Switch replica created during a Twitch Livestream.

cs231n.github.io

Public facing notes page

cvx_short_course

Materials for a short course on convex optimization.

data-analysis

Data Science Using Python

data-analysis-and-machine-learning-projects

Repository of teaching materials, code, and data for my data analysis and machine learning projects.

deep-learning-specialization-deeplearning.ai

demo-repo

Demo for Github

fastai

The fastai deep learning library, plus lessons and and tutorials

franchiserevenuecomparison

handson-ml

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

introduction_to_ml_with_python

Notebooks and code for the book "Introduction to Machine Learning with Python"

ml_resouces

This is a not-particularly-systematic attempt to curate a handful of my favorite resources for learning statistics and machine learning. This isn’t meant to be comprehensive, and in fact is still missing the vast majority of my favorite explainers. Rather, it’s just a smattering of resources I’ve found myself turning to multiple times and thus would like to have in one place.

natural-language-processing

Resources for "Natural Language Processing" Coursera course.

nlp_course

YSDA course in Natural Language Processing

notebooks

numerical-tours

Numerical Tours of Signal Processing

pymc3

Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Theano

reinforcement-learning

Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.

reinforcement-learning-in-finance-

Machine Learning and Reinforcement Learning in Finance, New York University-Tandon School of Engineering.

rl-adventure

Pytorch Implementation of DQN / DDQN / Prioritized replay/ noisy networks/ distributional values/ Rainbow/ hierarchical RL

rl-adventure-2

PyTorch0.4 implementation of: actor critic / proximal policy optimization / acer / ddpg / twin dueling ddpg / soft actor critic / generative adversarial imitation learning / hindsight experience replay

scikit-learn-mooc

scikit-learn-mooc

scipy-2018-sklearn

Scipy 2018 scikit-learn tutorial by Guillaume Lemaitre and Andreas Mueller

sklearn_tutorial

Materials for my scikit-learn tutorial

spatial_graph_convnets

PyTorch implementation of residual gated graph ConvNets, ICLR’18

spectral_inference_networks

Implementation of Spectral Inference Networks, ICLR 2019

tensorflow-training

https://www.cscs.ch/events/past-events/event-detail/efficient-and-distributed-training-with-tensorflow-on-piz-daint/

tensorflow-workshop

Slides and code from our TensorFlow workshop.