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nanoresearch's Projects

dse220_machine_learning icon dse220_machine_learning

Repo for my graduate data science machine learning class at UCSD (UC San Diego). This course provides a broad introduction to the practical side of machine-learning and data analysis. The topics covered in this class include topics in supervised learning, such as k-nearest neighbor classifiers, decision trees, boosting and perceptrons, and topics in unsupervised learning, such as k-means, PCA and Gaussian mixture models.

examples icon examples

Fortran and Python examples to accompany the book "Computer Simulation of Liquids" by Michael P. Allen and Dominic J. Tildesley (2nd edition, Oxford University Press, 2017). Use the "Clone or download" button, or follow the "...releases" link below.

fracdiff icon fracdiff

A set of tools for simulation of fractional Brownian motion

georasters icon georasters

GeoRasters is a Python module that provides a fast and flexible tool to work with GIS raster files.

geothon icon geothon

Series of GeoSpatial/GIS Python code examples (Python GIS CookBook)

gis icon gis

IPython notebook for crime GIS data mining.

gis-raster-tools icon gis-raster-tools

Python module provides a fast and flexibletool to work with GIS raster files.

gis_utils icon gis_utils

some functions for working with the Python GIS toolchain (fiona, shapely, pyproj, etc.)

gradient_descent icon gradient_descent

An IPython notebook showing the basics of implementing gradient descent and stochastic gradient descent in Python

introtodatascience icon introtodatascience

GitHub Repository to accompany my YouTube series of videos on Introductory Data Science using R.

ipython icon ipython

Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.

islr-python icon islr-python

An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013) : Python code

kaggle icon kaggle

A collection of Kaggle solutions. Not very polished.

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