rs1024 Goto Github PK

2015-slides

Slides and talk assets from PyCon 2015

2015lab4

Lab for Linear and Logistic Regression, SciKit Learn

2015lab5

Lab 5, the first on Machine Learning!

boston_keras

applying basic feedfoward networks to Boston housing data set using keras

compstats

Code for a workshop on statistical interference using computational methods in Python.

data_wrangling_json

Springboard JSON exercise

data_wrangling_xml

Springboard XML exercise

datacamp-community

Tutorials for DataCamp (www.datacamp.com)

face_recognition

sklearn tutorial. face recognition using SVM and PCA

feather

Feather: fast, interoperable binary data frame storage for Python, R, and more powered by Apache Arrow

go

The Open Source Data Science Masters

hospital_readmit

Springboard inferential stats exercise. Explore potential contributors to excess hospital readmissions.

html5lib-python

Standards-compliant library for parsing and serializing HTML documents and fragments in Python

human_temp

Springboard inferential stats exercise. Explore differences in human temperature.

imgrec

image recognition with GoogLeNet in tensorflow

intro_to_github

intro to github exercise on Springboard

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.

linear_regression

Springboard exercise on linear regression

logistic_regression

Springboard logistic regression exercise

lstm_shampoo

basic multi-step LSTM model using keras

pycon-pandas-tutorial

PyCon 2015 Pandas tutorial materials

quandl-python

racial_disc

Springboard inferential stats exercise. Explore whether race has an effect on job hiring.

random_forest_iris

Random forest classifiers for iris species

springboard

Created for the SpringBoard data science course

springboard_capstone

capstone project for springboard

tia

Toolkit for integration and analysis

xgboost

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Flink and DataFlow