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awesome-courses

:books: List of awesome university courses for learning Computer Science!

awesome-leading-and-managing

Awesome List of resources on leading people and being a manager. Geared toward tech, but potentially useful to anyone.

ba_agents

my byte arena agents

click-tools

Command-Line utilities for Click (extracted from Clint).

collmetric

A Tensorflow implementation of Collaborative Metric Learning (CML)

crf

A pure-Python implementation of the Linear-Chain Conditional Random Fields

cs231n

ddia-references

Literature references for “Designing Data-Intensive Applications”

deeplearning-papernotes

Summaries and notes on Deep Learning research papers

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.

imba

instacart-basket-prediction

Kaggle | Instacart Market Basket Analysis🥕🥉

kaggle-airbnb-recruiting-new-user-bookings

2nd Place Solution in Kaggle Airbnb New User Bookings competition

kaggle-ensemble-guide

Code for the Kaggle Ensembling Guide Article on MLWave

kaggle-heart

kaggle-web-traffic

1st place solution

kaggle_pbr

My best submission to the Kaggle competition "Predicting a Biological Response", ranked 17th over 711 teams.

lightgbm

A fast, distributed, high performance gradient boosting (GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks. It is under the umbrella of the DMTK(http://github.com/microsoft/dmtk) project of Microsoft.

linearucb-python

Linear UCB bandit learning algorithm L Li(2010) python code

math-as-code

a cheat-sheet for mathematical notation in code form

ml-from-scratch

Machine Learning From Scratch. Bare bones Python implementations of Machine Learning models and algorithms with a focus on transparency and accessibility. Aims to cover everything from Data Mining to Deep Learning.

ml-resources

My list of interesting machine learning resources

my_handson_ml

n2

TOROS N2 - lightweight approximate Nearest Neighbor library which runs faster even with large datasets

nmslib

Non-Metric Space Library (NMSLIB): A similarity search library and a toolkit for evaluation of k-NN methods for generic non-metric spaces.

numerical-linear-algebra

This course contains the notebooks for the Numerical Linear Algebra elective in USF's MSAN program, summer 2017

papers

Summaries of machine learning papers

prml

PRML algorithms implemented in Python

professional-programming

A collection of full-stack resources for programmers.

pygbm

Experimental Gradient Boosting Machines in Python.