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René Parlange's Projects

atari-rl icon atari-rl

Atari - Deep Reinforcement Learning algorithms in TensorFlow

automl icon automl

Deep Reinforcement Learning for Efficient Neural Architecture Search (ENAS) in PyTorch, i.e., AutoML. Code based on the paper https://arxiv.org/abs/1802.03268

deeprl-tensorflow2 icon deeprl-tensorflow2

🐋 Simple implementations of various popular Deep Reinforcement Learning algorithms using TensorFlow2

get-started-with-jax icon get-started-with-jax

The purpose of this repo is to make it easy to get started with JAX, Flax, and Haiku. It contains my "Machine Learning with JAX" series of tutorials (YouTube videos and Jupyter Notebooks) as well as the content I found useful while learning about the JAX ecosystem.

gigalens icon gigalens

Gradient Informed, GPU Accelerated Lens modelling (GIGALens) -- a package for fast Bayesian inference on strong gravitational lenses.

lexactum icon lexactum

LEXACTUM (Lens EXtrActor CaTania University of Malta) was developed to explore new solutions for the Gravitational Lens Finding Challenge 1.0 (http://metcalf1.difa.unibo.it/blf-portal/gg_challenge.html), primarily those based on Convolutional Neural Networks (CNNs).

ml-agents icon ml-agents

The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.

ml-in-cosmology icon ml-in-cosmology

A comprehensive list of published machine learning applications to cosmology

neural-subhalo-slope-data icon neural-subhalo-slope-data

Code for "Subhalo effective density slope measurements from HST strong lensing data with neural likelihood-ratio estimation"

nni icon nni

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

ovejero icon ovejero

Conducts hierarchical inference of strongly-lensed systems with Bayesian neural networks

paltas icon paltas

Conduct simulation-based inference on strong gravitational lensing systems.

ray icon ray

Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a toolkit of libraries (Ray AIR) for accelerating ML workloads.

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