Pinned Repositories
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
dame_dd
A python code to compute the impact of dark matter substructure on direct detection efforts via electron scattering.
darkdisk
DDDM-project
fire_hazard_index
New ML fire hazard index with ecological memory
PHYS2010-F17-examples
Some code bites for likelihood fits
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.
jtbuch's Repositories
jtbuch/applied-statistics-reading-group
Notes, references, codes, and everything in between for a reading group on application of advanced statistics.
jtbuch/smlfire1.0
Repo for code, plots, and notes related to a ML based model of western US wildfire activity.
jtbuch/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
jtbuch/SEASFire
Code for generating seasonal and S2S forecasts of western US fire activity
jtbuch/dame_dd
A python code to compute the impact of dark matter substructure on direct detection efforts via electron scattering.
jtbuch/darkdisk
DDDM-project
jtbuch/fire_hazard_index
New ML fire hazard index with ecological memory
jtbuch/PHYS2010-F17-examples
Some code bites for likelihood fits
jtbuch/AstroHackWeek2017
Materials for the 2017 Astro Hack Week
jtbuch/AstroHackWeek2018
Materials + Stuff for Astro Hack Week 2018
jtbuch/DataAnalysisRecipes
chapters of a book Hogg will never write
jtbuch/gaia_tools
Tools for working with the @ESAGaia data and related data sets
jtbuch/PySDM-reqs
Required packages for running PySDM on the cloud
jtbuch/ddom
jtbuch/intro-to-transformers
Introduction to Attention mechanism and Transformer architecture
jtbuch/jatanbuch.github.io
jtbuch/latent-space-data-assimilation-lsda
Ensemble-based history matching method with latent-space proxy model for nonlinear forward model and non-Gaussian models.
jtbuch/LatentAssimilation
jtbuch/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)
jtbuch/mcmc
Some notes about MCMC
jtbuch/ML_surrogate_model_wildfires
ML surrogate model which combines ROM, LSTM and DA for dynamical systems such as wildfires
jtbuch/neuromancer
Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric model predictive control.
jtbuch/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 ;)
jtbuch/PyCall.jl
Package to call Python functions from the Julia language
jtbuch/PyMPDATA
Numba-accelerated Pythonic implementation of MPDATA with examples in Python, Julia and Matlab
jtbuch/ssmjax
Jax based samplers for sequential sampling models
jtbuch/STA250CMB.jl
Graduate topics course on statistics and the cosmic microwave background
jtbuch/swordfish
A Python tool to study the information yield of counting experiments.
jtbuch/thin_disk
jtbuch/vaex
Vaex: Python library/program to visualize and explore large (~billion rows/objects) tabular datasets interactively.