jacobbieker
Research Engineer at Vida. Previously Open Climate Fix. Interested in applications of AI to large-scale datasets, especially for astronomy.
@vida-placeUnited Kingdom
Pinned Repositories
AstroGAN
Creating a GAN for generating astronomical images (galaxies, IACT images)
factnn
Tensorflow-based Neural Networks and ML utilities for the First G-APD Cherenkov Telescope (FACT) air shower images
lofarnn
PyTorch-based Neural Networks for automating the finding of radio sources, components, and optical counterparts in International Low-Frequency Array (LOFAR) data
smugwrapper
Python 3+ wrapper for the SmugMug API 2.0
solar-mapper
Global PV Panel mapping with Sentinel-2 data
Xml2Sqlite3
Parser made to copy the contents of the Open Exoplanet Catalogue into a SQLite database
graph_weather
PyTorch implementation of Ryan Keisler's 2022 "Forecasting Global Weather with Graph Neural Networks" paper (https://arxiv.org/abs/2202.07575)
metnet
PyTorch Implementation of Google Research's MetNet and MetNet-2
Satip
Satip contains the code necessary for retrieving, transforming and storing EUMETSAT data
skillful_nowcasting
Implementation of DeepMind's Deep Generative Model of Radar (DGMR) https://arxiv.org/abs/2104.00954
jacobbieker's Repositories
jacobbieker/solar-mapper
Global PV Panel mapping with Sentinel-2 data
jacobbieker/factnn
Tensorflow-based Neural Networks and ML utilities for the First G-APD Cherenkov Telescope (FACT) air shower images
jacobbieker/smugwrapper
Python 3+ wrapper for the SmugMug API 2.0
jacobbieker/AstroGAN
Creating a GAN for generating astronomical images (galaxies, IACT images)
jacobbieker/3dml
Collection of projects relating to ML on 3D, primarily AV, data
jacobbieker/goes-gpm-weather-forecasting
Weather Forecasting with GOES satellite imagery and IMERG GPM Precipitation Maps
jacobbieker/lofarnn
PyTorch-based Neural Networks for automating the finding of radio sources, components, and optical counterparts in International Low-Frequency Array (LOFAR) data
jacobbieker/Matting-Anything
Matting Anything Model (MAM), an efficient and versatile framework for estimating the alpha matte of any instance in an image with flexible and interactive visual or linguistic user prompt guidance.
jacobbieker/planetary-datasets
Open source dataset loading and creation from Planetary Computer, GCP, and AWS. To support reproducible training of weather, energy, and mapping models.
jacobbieker/webdataset
A high-performance Python-based I/O system for large (and small) deep learning problems, with strong support for PyTorch.
jacobbieker/24HDC
code for Team 11 for the 24 Hour Data Challenge
jacobbieker/CollisionAvoidanceChallenge
https://kelvins.esa.int/collision-avoidance-challenge/
jacobbieker/Computational_Astrophysics
jacobbieker/cudominer_docker
jacobbieker/dags
Dagster for personal work on climate/renewable/other personal project data
jacobbieker/DeLenserGAN
Attempt separating the source and the lens in astronomical images
jacobbieker/detectron2
Detectron2 is FAIR's next-generation platform for object detection and segmentation.
jacobbieker/iact_docker
Dockerfiles for building images for working with FACT data and neural networks
jacobbieker/jacobbieker.github.io
jacobbieker/MGN
MeshGraphNets (MGN)
jacobbieker/Modern-Astrostatistics
Code for the tutorials in Modern Astrostatistics course at Leiden University
jacobbieker/mvp
Minimum viable product to show the impact of predictive and prescriptive models
jacobbieker/NN_Clustering
Attempt to replicate results of DBSCAN with a neural network.
jacobbieker/NUR_Handin2
jacobbieker/phs_air_shower_feature_generation
generate air-shower features from the photon-stream
jacobbieker/pointnet2-tensorflow2
Pointnet++ modules implemented as tensorflow 2.0 keras layers.
jacobbieker/PV_Live-API
A Python implementation of the PV_Live web API.
jacobbieker/Redshift-Finder
Estimating redshift of sources
jacobbieker/Wide_ASPECS
First Master's Research Project for Leiden University focused on analyzing Wide ALMA Spectroscopic Survey in the Hubble Ultra Deep Field (ASPECS) data
jacobbieker/WideASPECS_Thesis
The LaTeX for the first master's research project at Leiden University.