A playbook for systematically maximizing the performance of deep learning models.

🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), ga…

An R package for climate data bias correction and downscaling (part of the climate4R bundle)

Repo supporting Childs et al 2022 "Daily local-level estimates of ambient wildfire smoke PM2.5 for the contiguous US"

Tutorial_Computational_Causal_Inference_Estimators

Code accompanying the published paper: "A simulation study comparing the performance of time-varying inverse probability weighting and g-computation in survival analysis"

Causal Inference: What If. R and Stata code for Exercises

Repository for the code and manuscript of 'Pitfalls of negative control outcomes in environmental epidemiology'.

PyTorch implementation of DeepLabV3, trained on the Cityscapes dataset.

This project provides a great beamer template for XiamenUniversity

A LaTeX beamer theme template for Tsinghua students.

Machine learning, in numpy

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

Repo supporting Burke et al 2023 "The contribution of wildfire to PM2.5 trends in the USA"

This repository contains the code for "A Predictive Approach To Enhance Time-Series Forecasting"

生统爱好者周刊，每周五发布

Constrained Iteratively Reweighted Least Squares

R code used in generating the SPEI global database.

Confounding issues in air pollution epidemiology: an empirical assessment with the UK Biobank cohort

Repository supporting the implementation of FAIR principles in the IPCC-WGI Atlas

MortalityPrediction

My current CV and template for anyone to use for their own template

Code from Parks RM, Benavides J, Anderson GB, et al. Association of Tropical Cyclones With County-Level Mortality in the US. JAMA. 2022;327(10):946–955. doi:10.1001/jama.2022.1682

A collection of research papers on decision, classification and regression trees with implementations.

Code from Parks, R.M., Anderson, G.B., Nethery, R.C. et al. Tropical cyclone exposure is associated with increased hospitalization rates in older adults. Nat Commun 12, 1545 (2021). https://doi.org…

An analysis of long-term mortality risks of air pollution in the UK Biobank

Community Earth atmospheric Data System (CEDS)

This is a repo with links to everything you'd ever want to learn about data engineering

🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.