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repos: 32.0 gists: 0.0

Name: AI.SciLab at Caltech

Type: Organization

Bio: Incubator lab for AI methods applied in fundamental science research

Location: USA

AI.SciLab at Caltech's Projects

aierrorloganalysis icon aierrorloganalysis

Repository for the analysis of log files of failing workflows of the CMS Experiment

alad-for-lhc icon alad-for-lhc

The code for the paper "Adversarially Learned Anomaly Detection on CMS Open Data: re-discovering the top quark"

anomalydetection icon anomalydetection

Variational Autoencoders for New Physics Mining at the Large Hadron Collider

in icon in

Interaction Graph Network for Hbb

jedinet-code icon jedinet-code

JEDI-net: a jet identification algorithm based on interaction networks

mpi_learn icon mpi_learn

An MPI-Based Python Framework for Distributed Training with Keras

mpi_opt icon mpi_opt

Hyperparameter optimization with MPI

particleflow icon particleflow

Machine-learned, GPU-accelerated particle flow reconstruction for CMS

puppiml icon puppiml

Pileup mitigation at the Large Hadron Collider with Graph Neural Networks

qaml-z icon qaml-z

QAML-Z: Quantum adiabatic machine learning with zooming

snn-cms icon snn-cms

Neuromorphic computing (Spiking Neural Networks) with utilization of Intel Loihi chips in LHC experiments, CMS detector, the European Organization for Nuclear Research (CERN).

summer17-kaustuv icon summer17-kaustuv

Necessary macros to read and pre-process data, and iteratively feed data to neural networks. Also included are some of the model topologies, and functions to scan over and test performance of varying topologies for purpose of single-particle identification

summer17-vitoriab icon summer17-vitoriab

Deep Neural Networks for Imaging Calorimetry at LCD – SURF Caltech/CERN 2017.

summer18-alexanderz icon summer18-alexanderz

Caltech SURF 2018: Optimizing CMS Event Simulation Using Evolutionary Computing Techniques

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