mahendra-ramajayam/dataiap
data iap class repo
Discovered public repositories for mahendra-ramajayam in the GitHub catalog.
data iap class repo
Website for DS-GA 1003: Machine Learning and Computational Statistics
Computational Statistics II Tutorial at SciPy 2015
Code for a workshop on statistical interference using computational methods in Python.
Tutorial on scikit-learn and IPython for parallel machine learning
A collection of well-commented code snippets for data science
Continually updated Data Science Python Notebooks: Spark, Hadoop MapReduce, HDFS, AWS, Kaggle, scikit-learn, matplotlib, pandas, NumPy, SciPy, and various command lines. https://bit.ly/data-notes
Programming exercises for the Stanford Unsupervised Feature Learning and Deep Learning Tutorial
Software and additional material for the book "A Primer on Scientific Programming with Python"
The Mesoscale Microstructure Simulation Project
A collection of scientific computing notebooks
Machine Learning Tutorial in IPython Notebooks
CMSC 12300 - Computer Science with Applications 3
Columbia+ meet-up for working through http://press.princeton.edu/titles/10159.html
Some IPython notebooks based on Bishop's "Pattern Recognition and Machine Learning" book
Intro to Python for Vision Research
A Byte of Python book
Advanced Statistical Computing at Vanderbilt University's Department of Biostatistics
Lecture notes and excercises for data analysis in python. Includes introduction to Python, Numpy, Scipy, Scikit-Learn, SimpleCV. Topics Supervised/Unsupervised Learning, Signal Analysis, Image Analysis, Text and Web-Media Analysis
Recipes for using Python's pandas library
Scikit-image tutorials
Collection of materials for Python tutorials I've given.
Materials for my SciPy2013 tutorial on NumPy and IPython
PyDy tutorial materials for MASB 2014 and PYCON 2014.
Potential flow materials for Aerodynamics class at GWU (Spring 2014) given by Prof. Lorena Barba
DRM Removal Tools for eBooks
Python script to download content from rd.springer.com easily
A sequence of IPython notebooks featuring the "12 Steps to Navier-Stokes" http://lorenabarba.com/
Material for a course on finite difference methods for differential equations.
tutorial materials for IPython.parallel
A module for ASE for elastic constants calculation.
A book on modeling materials using VASP, ase and jasp
Python wrappers for the Alloy Theoretic Automated Toolkit
Python Quantum Chemistry Reloaded. This is a rewrite of the standard PyQuante program to clean up things that have been nagging me.
Introduction to Chemical Engineering Analysis
Materials used for an introductory course in computational/mathematical modeling using Python and related packages.
Content presented at the 2013 SciPy conference
Course material for NANO 106 - Crystallography of Materials
PyMC Example Notebooks
Bayesian data analysis with PyMC(2)
A collection of IPython notebooks using QuTiP: examples, tutorials, development test, etc.
Biomechanics and Motor Control stuff
Python simulation of 2D grain growth using a front-tracking model.
Source code of the Theoretical Physics Reference online book
SymPy tutorial for SciPy 2013
MultiPhaseField
Python best practices guidebook, written for Humans.
Code samples from the "Python Cookbook, 3rd Edition", published by O'Reilly & Associates, May, 2013.
Python Pandas Cookbook
OpenRefine is a free, open source power tool for working with messy data and improving it