jtbuch Goto Github PK

applied-statistics-reading-group

Notes, references, codes, and everything in between for a reading group on application of advanced statistics.

astrohackweek2015

Materials for the 2015 Astro Hack Week

astrohackweek2017

Materials for the 2017 Astro Hack Week

astrohackweek2018

Materials + Stuff for Astro Hack Week 2018

cloud-seeding-sdm

Simulating cloud seeding using a superdroplet model embedded in different dynamic environments

dame_dd

A python code to compute the impact of dark matter substructure on direct detection efforts via electron scattering.

darkdisk

DDDM-project

dataanalysisrecipes

chapters of a book Hogg will never write

fire_hazard_index

New ML fire hazard index with ecological memory

gaia_tools

Tools for working with the @ESAGaia data and related data sets

intro-exp-phys-ii

Companion to NYU course

intro-to-transformers

Introduction to Attention mechanism and Transformer architecture

jatanbuch.github.io

latent-space-data-assimilation-lsda

Ensemble-based history matching method with latent-space proxy model for nonlinear forward model and non-Gaussian models.

latentassimilation

machine-learning-and-simulation

All the handwritten notes 📝 and source code files 🖥️ used in my YouTube Videos on Machine Learning & Simulation (https://www.youtube.com/channel/UCh0P7KwJhuQ4vrzc3IRuw4Q)

mcmc

Some notes about MCMC

ml_surrogate_model_wildfires

ML surrogate model which combines ROM, LSTM and DA for dynamical systems such as wildfires

neuromancer

Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric model predictive control.

phys2010-f17-examples

Some code bites for likelihood fits

probabilistic-programming-and-bayesian-methods-for-hackers

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

pycall.jl

Package to call Python functions from the Julia language

pysdm

Pythonic particle-based (super-droplet) warm-rain/aqueous-chemistry cloud microphysics package with box, parcel & 1D/2D prescribed-flow examples in Python, Julia and Matlab

pysdm-reqs

Required packages for running PySDM on the cloud

seasfire

Code for generating seasonal and S2S forecasts of western US fire activity

smlfire1.0

Repo for code, plots, and notes related to a ML based model of western US wildfire activity.

ssmjax

Jax based samplers for sequential sampling models

sta250cmb.jl

Graduate topics course on statistics and the cosmic microwave background

swordfish

A Python tool to study the information yield of counting experiments.

thin_disk