mikezhouhan Goto Github PK

2014

Official content for the Fall 2014 Harvard CS109 Data Science course

2014_data

Data directory for the CS109 Data Science course

alex

Alex Dialogue Systems Framework

android-pedometer

App for Android phones that counts your steps.

applied-reinforcement-learning

Reinforcement Learning and Decision Making tutorials explained at an intuitive level and with Jupyter Notebooks

arrow-datafusion

Apache Arrow DataFusion SQL Query Engine

awesome-computer-vision

A curated list of awesome computer vision resources

awesome-machine-learning

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

awesome-public-datasets

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

baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

bigblind_bot

bluebook

This IPython Notebook contains a quantitative pricing model created for Fast Iron in the Kaggle competition 'Blue Book for Bulldozers'. The model predicts the sale price of a particular piece of heavy equipment so that Fast Iron can create a 'Blue Book' to enable customers to valuate their heavy equipment fleet at auction. Here python is used as a medium to apply supervised and unsupervised machine learning techniques to explain 88.90% of the variance observed in the training set and score an RMSLE of 0.745 when predicting values on the test set. In this competition 590 data scientists created predictive models based on a 'training dataset', provided by Fast Iron, and then used those models to predict sale prices on a 'test set' to compete for a $10,000 dollar award for the team or individual with the most accurate model. The model and methods used for my entry, which scored in the upper 20%, is shown in BlueBook.ipynb.

caffo-coursera

A repository of my Coursera latex code and notes

ccxt

A JavaScript / Python / PHP cryptocurrency trading API with support for more than 130 bitcoin/altcoin exchanges

chatterbot

ChatterBot is a machine learning, conversational dialog engine.

content

Official content for Harvard CS109

coursera

Script for downloading Coursera.org videos and naming them.

courses

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

data-science-ipython-notebooks

Continually updated data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

datagotham2013

dataminingalgorithm

数据挖掘18大算法实现以及其他相关经典DM算法

datascienceresources

数据科学相关的学习资源，例如MOOC课程，OCW课程，电子书等等。

deep-learning-with-python-notebooks

Jupyter notebooks for the code samples of the book "Deep Learning with Python"

deeplearning-500-questions

深度学习500问，以问答形式对常用的概率知识、线性代数、机器学习、深度学习、计算机视觉等热点问题进行阐述，以帮助自己及有需要的读者。 全书分为18个章节，近30万字。由于水平有限，书中不妥之处恳请广大读者批评指正。 未完待续............ 如有意合作，联系[email protected] 版权所有，违权必究 Tan 2018.06

deeppavlov

An open source library for building end-to-end dialog systems and training chatbots.

dialog_corpus

用于训练中英文对话系统的语料库 Datasets for Training Chatbot System

dialogstatetracking

Dialog State Tracking using End-to-End Neural Networks

dstc6-end-to-end-conversation-modeling

DSTC6: End-to-End Conversation Modeling Track

effective-pandas

Source code for my collection of articles on using pandas.

effectivetensorflow

TensorFlow tutorials and best practices.