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Kaylee de Soto's Projects

astro_ghost icon astro_ghost

Galaxies HOsting Supernovae and other Transients (GHOST): A database of supernovae and the photometric and spectroscopic properties of their host galaxies.

final-project-raenn icon final-project-raenn

Final project for ASTRO 589 for Spring 2022. Builds on fits from SuperFit to interpolate missing datapoints, and feeds into a recursive auto-encoder neural network. Then compares RAENN encoded features to PCA features for random forest classification.

mars-seti icon mars-seti

SETI FInal Project: testing technosignature detection by measuring uplinks/downlink signals from Mars missions.

mosfit icon mosfit

Modular Open Source Fitter for Transients

mpol icon mpol

A flexible Python platform for Regularized Maximum Likelihood imaging

numpyro icon numpyro

Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

parsnip icon parsnip

Deep generative modeling of astronomical transient light curves

session-19 icon session-19

This is a repository for Session-19 (Machine Learning) of the LSSTC Data Science Fellowship Program.

session-20 icon session-20

This is the repository for teaching material for Session 20: Time Series Methods held at the University of California, Berkeley in March 2024

session-21 icon session-21

This is the repository for Session-21 of the LSST-DA DSFP on software engineering, databases, and high performance computing

snapi icon snapi

Centralized API for supernova analysis

superfit.jl icon superfit.jl

Photometric fitting of supernova lightcurves for later classification.

superraenn icon superraenn

A recurrent autoencoder neural network-based classifier for SN light curves.

survey-agnostic-sn-vae icon survey-agnostic-sn-vae

Embed LCs from different surveys into a latent space such that they are close together. IAIFI hack project.

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