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ad_examples

A collection of popular anomaly detection methods (iid/point-based and time series) including active learning for anomaly detection/discovery, description for diversity/explanation/interpretability. With a deeper analysis of incorporating label feedback with ensemble and tree-based detectors. Includes results-plots and illustrations for most approaches covered.

agn_classifier

AGN_classifier

analyzesn

A repository with codes for supernova data analysis

avocado

Photometric Classification of Astronomical Transients and Variables With Biased Spectroscopic Samples

conda-channel

An open source community conda channel

corrmatrix_abc

Study of correlation matrices under ABC

cpython

The Python programming language

crp7_hostless

CRP7: Statistics of hostless transients

deepclassifiernoveltydetection

Code accompanying the paper "Deep Neural Network Classifier for Variable Stars with Novelty Detection Capability" (submitted)

early_tde_classiffication

fink-kilonovae

My version of the Fink-kilonovae module

fink-notebook-template

Notebook template using Fink API for the LSST broker workshop

fink-science

Define your science modules to add values to Fink alerts!

fink-website

Fink collaboration website

fink_elasticc_earlyia

Preparing the Fink Early SNIa classifier for ELAsTiCC

fink_sn_activelearning

Fink early SN Ia module

fink_spicy

for_fink_graphs

Miscelaneous tools for the Fink graph project

gptools

Gaussian processes with arbitrary derivative constraints and predictions.

kilonova

lc_predictor

libact

Pool-based active learning in Python

mlsnespectra

Unsupervised machine learning applications to type Ia SN spectra

mth225_spring2016

MTH225 Statistics for Science Spring 2016

nnratio

A nearest neighbor density ratio estimator with model selection, written in Python 2. It uses numpy and scikit-learn.

openastronomy.github.io

Main website to advertise the four groups under the umbrella

pisn-classification

Machine learning indentification of PISN among other objects in the Plasticc data set

plasticc_validation

Validation exercises for PLAsTiCC

pymc3

Probabilistic Programming in Python. Uses Theano as a backend, supports NUTS and ADVI.

repo_list

List of links to packages discussed by workshop participants