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sta663-2015

Course materials for STA663

stan

Stan development repository (home page is linked below). The master branch contains the current release. The develop branch contains the latest stable development. See the Developer Process Wiki for details.

stanford-machine-learning-course

machine learning course programming exercise

stanford_dl_ex

Programming exercises for the Stanford Unsupervised Feature Learning and Deep Learning Tutorial

stat-learning

Notes and exercise attempts for "An Introduction to Statistical Learning"

stat212b

Topics Course on Deep Learning

statistical-analysis-python-tutorial

Statistical Data Analysis in Python

statsintro

Introduction to Statistics

svm_demo

Demonstrate SVM for 3 different datasets

syllabus

Spring 2016 Syllabus (and lecture slides)

tensorflow

Open source software library for numerical computation using data flow graphs.

the-art-of-programming-by-july

本github已于14年6月基本停止更新，完整精致的纸质版《编程之法：面试和算法心得》已在京东/当当上销售！

the-coding-interview

Programming exercises, code katas and puzzles for your job interview training or just for fun

theano_exercises

Exercises for my tutorials on Theano

thinkbayes

Code repository for Think Bayes.

thinkcomplexity

Code for Allen Downey's book Think Complexity, published by O'Reilly Media.

thinkdsp

LaTeX source and Python code for "Think DSP: Digital Signal Processing in Python", by Allen B. Downey.

thinkos

Text and supporting code for Think OS: A Brief Introduction to Operating Systems, by Allen Downey.

thinkpython2

LaTeX source and supporting code for Think Python, 2nd edition, by Allen Downey.

thinkpythonitalian

LaTeX source for the Italian Translation of Think Python.

thinkstats2

Text and supporting code for Think Stats, 2nd Edition

thunder

scalable analysis of images and time series

topicmodelcomparison

Scripts and codes for replicating experiments published in Exploring Topic Coherence over many models and many topics

torch-autograd

Autograd automatically differentiates native Torch code

tutorials

Content for Dato tutorials and training

twitter-sentiment-analyzer

Twitter Sentiment Analyzer

ufldl-tutorial

Deep Learning and Unsupervised Feature Learning Tutorial Solutions

vowpal_wabbit

Vowpal Wabbit is a machine learning system which pushes the frontier of machine learning with techniques such as online, hashing, allreduce, reductions, learning2search, active, and interactive learning.

w4111-database

weightnorm

Example code for Weight Normalization, from "Weight Normalization: A Simple Reparameterization to Accelerate Training of Deep Neural Networks"