Maryam Veisi's repositories
lifelines
Survival analysis in Python
data-science-primer
A set of self paced resources for anyone looking to get into data science. The materials assume an absolute beginner and are intended to prepare students for the Galvanize Data Science interview process: http://www.galvanize.com/courses/data-science/
spark-install
Installation guide for Apache Spark + Hadoop on Mac/Linux
data-science-blogs
A curated list of data science blogs
Uber_Data_Challenge
Uber data challenge: exploratory data analysis of patterns of demand, experiments design for incentive mechanism, predictive modeling for users' activity.
python_koans
Python Koans - Learn Python through TDD
pydata-book
Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media
awesome-algorithms
A curated list of awesome places to learn and/or practice algorithms.
courses
Course materials for the Data Science Specialization: https://www.coursera.org/specialization/jhudatascience/1
donor_lifetimes_non_profit
The object of this work is to quantify the factors in influencing donor retention for a non-profit. I stratified the data and applied a patient survival model to predict the lifetimes and the hazards that will surface at different points of a donor's life. Then I calculated the Customer Lifetime Value (CLV) for each donor based on predicted lifetime, cost, and donation history. This allows the non-profit to make donor retention decisions based on data and analytics, not on instincts.
awesome-public-datasets
A awesome list of (large-scale) public datasets on the Internet. (On-going collection)
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.
Survival-Analysis
survival analysis tools
data-scientists-guide-apache-spark
Best practices of using Spark for practicing data scientists in the context of a data scientist’s standard workflow.
Lessons-Learned-Data-Science-Interviews
Lessons learned the hard way through over 30+ data science interviews
countries
Tools to find out country where given GPS coordinates are
Opinion-Mining-Project
Feature-Based Sentiment Analysis in Python
statlearning-notebooks
Python notebooks for exercises covered in Stanford statlearning class (where exercises were in R).
Twitter-Sentiment-Analysis
Twitter Sentiment Analysis | Naive Bayes Classifier
Python-WebImageScraper
A Python powered app that scrapes images from requested URLs and dumps them in scraper's directory.
git-it
A workshopper module for learning Git and GitHub - Social coding, y'all.
javascript
GitBook teaching programming basics with Javascript
notebook
IPython notebooks related to statistics, machine learning, etc.