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2014

Official content for the Fall 2014 Harvard CS109 Data Science course

2014_data

Data directory for the CS109 Data Science course

ace

code referenced in "Towards universal neural nets: Gibbs machines and ACE", Galin Georgiev, http://arxiv.org/abs/1508.06585

adversarial

Conditional generative adversarial networks for convolutional face generation

aima-java

Java implementation of algorithms from Norvig And Russell's "Artificial Intelligence - A Modern Approach"

aima-python

Python implementation of algorithms from Russell And Norvig's "Artificial Intelligence - A Modern Approach"

algorithms-sedgewick-python

Algorthms by Robert Sedgewick(4th edition) partial exercises with python implementation

alwaysremember

Zipfian capstone project - Dan Morris

amazon-dsstne

Deep Scalable Sparse Tensor Network Engine (DSSTNE) is an Amazon developed library for building Deep Learning (DL) machine learning (ML) models

ann-benchmarks

Benchmarks of approximate nearest neighbor libraries in Python

annoy

Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk

anomalous-acm

Anomalous time series package for R (ACM)

anomalydetection

Anomaly Detection with R

api-themoviedb

API for TheMovieDb.org website

arduino

autoencoder

Implementation of Semantic Hashing. Modified from Ruslan Salakhutdinov and Geoff Hinton's code of training Deep AutoEncoder

autoencoders_cf

awesome-machine-learning

A curated list of awesome Machine Learning frameworks, libraries and software.

awesome-public-datasets

An awesome list of (large-scale) public datasets on the Internet. (On-going collection)

awesome-random-forest

Random Forest - a curated list of resources regarding random forest

awesome-rnn

Recurrent Neural Network - A curated list of resources dedicated to RNN

awesome-very-deep-learning

A curated list of papers and code about very deep neural networks (50+ layers) :sunglasses:

ba-dls-deepspeech

bandit

Bandit algorithms and test framework in Java

bandit-algorithms

Epsilon-greedy, softmax and LinUCB contextual bandit implementations [recommender systems]

bandits

Python library for Multi-Armed Bandits

banditsbook

Code for my book on Multi-Armed Bandit Algorithms

basicspearmint

A simple tool for small scale experiments using bayesian optimization

bayesian-modelling-in-python

A python tutorial on bayesian modeling techniques (PyMC3)

bayespy

Bayesian Python: Bayesian inference tools for Python