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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

2hops

algorithm-exercise

Data Structure and Algorithm notes. 数据结构与算法/leetcode/lintcode题解/

algorithms

Include the common algorithm questions in leetcode, cc150 implemented in Java and Python, including test cases.

amazon_ec2_commands

often used commands for amazon_ec2 and clusters

anomaly-detection

Anomaly detection algorithm implementation in Python

awesome-deep-learning

A curated list of awesome Deep Learning tutorials, projects and communities.

awesome-interviews

:octocat: A curated list of awesome lists of interview questions.

benchm-ml

A minimal benchmark for scalability, speed and accuracy of commonly used open source implementations (R packages, Python scikit-learn, H2O, xgboost, Spark MLlib etc.) of the top machine learning algorithms for binary classification (random forests, gradient boosted trees, deep neural networks etc.).

big-data-code

Source code for Big Data: Principles and best practices of scalable realtime data systems

bigdata-ucsd

[COURSERA] Repository with exercises and snippets for the Big Data specialization from the University of California - San Diego at @ Coursera.

bngram

cc150-python

practice cc150

cnn_assignments

Convolutional Neural Networks Assignments

commands_for_work

coursera_deep_learning

courses

Course materials for the Data Science Specialization: https://www.coursera.org/specialization/jhudatascience/1

cracking-the-coding-interview

Python solutions for the book Cracking the Coding Interview

cracking-the-coding-interview-1

Solutions for the book: Cracking the coding interview V4. Written in C++.

cs224n

CS224n: Natural Language Processing with Deep Learning Assignments Winter, 2017

cs224n-winter17-notes

Course notes for CS224N Winter17

cs224n-winter2019-assignments-solution

Assignment solutions CS224n: Natural Language Processing with Deep Learning (winter-2019)

cs231

My corrections for the Standford class assingments CS231n - Convolutional Neural Networks for Visual Recognition

cs231n

cs231n-spr1617

Convolutional Neural Networks for Visual Recognition

cs231n.github.io

Public facing notes page

ctci-6th-edition-python

Cracking the Coding Interview 6th Ed. Python Solutions

dan-jurafsky--chris-manning--natural-language-processing

My solution to the Natural Language Processing course made by Dan Jurafsky, Chris Manning in Winter 2012

datasciencespecialization.github.io

http://DataScienceSpecialization.github.io