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awesome-data-science-materials

Summary of some data science materials

bst273_lecture09

A repo for live coding exercise

courses

Course materials for the Data Science Specialization: https://www.coursera.org/specialization/jhudatascience/1

cs181-lectures

deeplearningfortimeseriesforecasting

A tutorial demonstrating how to implement deep learning models for time series forecasting

emission-inventories-with-satellite-data

R code to calculate emission inventory totals with Satellite data

getting_started

gpsmatching

R Package for "Matching on generalized propensity scores with continuous exposures". An innovative approach for estimating causal effects using observational data in settings with continuous exposures, and a new framework for GPS caliper matching that jointly matches on both the estimated GPS and exposure levels to fully adjust for confounding bias.

gridded

R tools to process reanalysis gridded data

h2o-tutorials

Tutorials and training material for the H2O Machine Learning Platform

intro-to-r-flipped

large_data_in_r

linreg

machine-learning-a-probabilistic-perspective-solutions

My solutions to Kevin Murphy Machine Learning Book

minimake

national-causal-analysis

national_causal

Public Available Code to Conduct Analyses in "Evaluating the Impact of Long-term Exposure to Fine Particulate Matter on Mortality Among the Elderly."

pm2.5mortalityviz

pm_covid

Public Available Code and Data to Reproduce Analyses in "Exposure to air pollution and COVID-19 mortality in the United States".

qix

Machine Learning、Deep Learning、PostgreSQL、Distributed System、Node.Js、Golang

rmarkdown_analysis_reports

rodyssey

Batch scripts to illustrate how to use Odyssey for R jobs

training-modules

Materials for short, half-day workshops

ucasgisapp

地理信息系统应用练习

zscorer

Anthropometric z-score calculator