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2021_optimization_and_ml

USPAS course on optimization and machine learning

aa228-notebook

IJulia notebooks for AA228/CS238 Decision Making Under Uncertainty course at Stanford University

active_hypers

Active hyperparameter estimation

advanced-load-modeling

badger-plugins

A collection of plugins for the Badger platform

bayesian-stats-modelling-tutorial

How to do Bayesian statistical modelling using numpy and PyMC3

bayesianoptimization

A Python implementation of global optimization with gaussian processes.

beamcenteringmonitor

Statistical analysis and visualization for the beam centering monitor used in particle accelerators and separators.

becquerel

Becquerel is a Python package for analyzing nuclear spectroscopic measurements.

bgo-efficiency

Geometrical efficiency of BGO array for JENSA jet

convex.jl

A Julia package for disciplined convex programming

cvxbook_additional_exercises

Additional exercises and data for EE364a. No solutions; for public consumption.

decisionmaking

Preview of the textbook Algorithms for Decision Making

emittance-tool

Python-based emittance measurement

emittance_opt_playground

epicsapps

Epics Applications using PyEpics

fel_tuning

Simplified FEL model based on Bmad/Tao for accelerator tuning and optimization

generative_art

A collection of my generative artwork, mostly with Processing in Python mode

jupyter

Jupyter metapackage for installation, docs and chat

lcls-tools

Python tools for LCLS: post processing data, PV handling, pulling archive settings, etc.

lcls_cu_injector_ml_model

Working repo for the LCLS Cu line injector NN surrogate model for ML testing

lcls_cu_injector_tuning

load_composition_analysis

Methods and tools to support load composition analysis for bulk electric power systems

loadshape

Loadshape analysis for AMI data (debian:11, main, openfido.sh)

machinelearningmsu

We include here the information for the FRIB-TA summer school on Machine Learning

mlreviewnotebooks

Series of Jupyter Notebook accompanying Mehta's ML review on ArXiv https://arxiv.org/abs/1803.08823

monochromator_tuning

nlp_pycon

Material for PyCon 2019 NLP Tutorial

paass-lc

Acquire and Analyze data from XIA Pixie16 modules

pwc

Papers with code. Sorted by stars. Updated weekly.