Efficient Deep Learning for Real-time Classification of Astronomical Transients and Multivariate Time-series
Exoplanet Life Probability Calculator
Better Radial velocities from Stellar Spectroscopy via Machine Learning
The repository for the course "Astroinformatics" offered at Institute of Astronomy, National Central University, from Sep/2022 to Jan/2023.
Morphological segmentation of Galaxies
Jupyter notebooks for the EL4106 "Computational Intelligence" and AS4501 "Astroinformatics" courses at Universidad de Chile
TensorFlow implementations of a Restricted Boltzmann Machine and an unsupervised Deep Belief Network, including unsupervised fine-tuning of the Deep Belief Network.
This repository contains all the code (in the form of Jupyter Notebooks) to reproduce the results in our paper, "Light Curve Classification with DistClassiPy: a new distance-based classifier"
A repository outlining the different feature extraction methods we explored in a summer internship in 2021 for RESSPECT.
ML scientific job orchestration platform: FastAPI API, Celery Worker, PostgreSQL DB, RabbitMQ broker, and React frontend for spectral analysis, data preprocessing, and active‐learning workflows 🪐
OctaIndex3D is a high-performance 3D spatial indexing and routing library based on a Body-Centered Cubic (BCC) lattice with truncated octahedral cells.
The aim of this Bachelor's degree final thesis is to investigate the basics of Deep Learning and to dig into the neuronal networks in order to apply them to the morphological classification of distant galaxies according to their visual appearance and the detention of these galaxies' edges. For it, I used Python language along with the Deep Learn…
Variable Star Signature Classification using Slotted Symbolic Markov Modeling
Open source book on "All things Astroinformatics"
A repository code of my undergraduate thesis work entitled "Penggunaan DNN dalam pengukuran pergeseran merah fotometrik menggunakan citra galaksi: Studi Awal"
Scripts for analyzing NEID Sun-as-a-star observations using RVSpectML
An ontology representing the domain of space weather
A production-style real-time ETL pipeline built for real time classification of stellar data. The system ingests survey CSVs via Kafka, processes them with Spark streaming, writes normalized tables to PostgreSQL (with pgAdmin), and exposes interactive analysis via Jupyter — all reproducible with Docker Swarm and a Makefile for quick deployment.
O'Connell Effect Detector using Push-Pull Learning
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