GalvanizeDataScience/pipelines_and_featureunions

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GalvanizeDataScience/pipelines_and_featureunions

GalvanizeDataScience

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An in depth tutorial on sklearn's Pipeline and FeatureUnion classes.

building-spark-applications-live-lessons

Supporting content (slides and exercises) for the Addison-Wesley (Pearson) video series covering best practices for developing scalable Spark applications for predictive analytics in the context of a data scientist's standard workflow.

Jupyter Notebook

Opinion-Mining-Project

Feature-Based Sentiment Analysis in Python

spark-install

Installation guide for Apache Spark + Hadoop on Mac/Linux

self-study-resources

DSI Self Study Resources

ml-workshop

dataweek-workshop

Machine learning workshop using Python, pandas, and scikit-learn. The first half of the day covered supervised classification using Logistic Regression and how to use cross validation to evaluate your models . The second half of the day covered unsupervised clustering with Kmeans as well as an overview of the data science process.

zipfian-distribution

A self contained environment to do data science with {Python | Shell | R | Hadoop}. This is a Vagrant box built on Ubuntu 12.04 LTS

probabilistic-programming-intro

Introduction to probabilistic programming using PyMC3

Jupyter Notebook

python-anti-patterns

A presentation of commonly observed beginner-mistakes.

Jupyter Notebook

ZA-Final-Project

Zipfian Academy Final Project - Twitter Community Detection

stats-shortcourse

The statistics short course is both a resource and survey of the areas of probability and statistics that are foundational for the data science immersive at Galvanize.

chrome-statistics-data

Project-PPMI

Analyze Data from a Large Parkinson's Clinical Study

government-shutdown

DS-Glossary-RPT1

student-led glossary of data science terms

oakland-law-network-data

live_coding

Live Coding repo for showing to an info session

Jupyter Notebook

performotron

A little utility for allowing students to post the performance of their models to slack.

RFT4-Capstones

Directory of Final Capstones for Galvanize Data Science, Remote Full Time, Cohort 4

example

An example repository containing an exercise and lecture used as a reference for instructor mock lectures.

ad-hoc-lectures

george

Helpers for Zipfian Academy curriculum and whatnot

link-functions

july-2-tom-screencast

ds-nyc-project-shell

a shell for a data science repo for capstone projects

Jupyter Notebook

IntroToMachineLearning

Intro To Machine Learning Galvanize

Jupyter Notebook