boettiger-lab/rl-leaderboard

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Updated 7 months ago

boettiger-lab/rl-leaderboard

boettiger-lab

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Automatically evaluate, score, and visualize submitted RL agents against relevant conservation gyms

earthdatalogin

Making public access of public data a bit easier

pomdp-intro

📓 A separate repo for first pomdp paper (AmNat)

nasa-topst-env-justice

Examining Environmental Justice through Open Source, Cloud-Native Tools

rl-intro

Paper introducing deep RL approaches for conservation problems

sarsop

📦 A library for solving POMDPs

gym_fishing

🐍 An OpenAI Gym to benchmark AI Reinforcement Learning algorithms in fisheries-related control problems

mdplearning

📦 Bayesian Learning Algorithms for Markov Decision Processes

servers

🖥️ Config files for lab cloud servers

conservation-agents

🐍 Artificial Intelligence Agents trained by Reinforcement Learning to solve common conservation challenges

approx-model-or-approx-soln

When is an approximate solution to a more realistic model better than an optimal solution to a highly stylized one?

rl4caribou

RL for Caribou Conservation

Jupyter Notebook

pomdpplus

📦 pomdp planning and learning in uncertain systems

quarto-project-template

gym_climate

An 🐍 OpenAI Gym to benchmark reinforcement learning solutions to climate change control problems 🌎 🤖

k8s

Configuration for self-hosted Kubernetes cluster on lab workstations

tool-calling

Teaching LLMs to use tools

Jupyter Notebook

nautilus

Infrastructure for the National Research Platform

neon-forecast

Exploration of forecasting with NEON data

despot

📦 wrapper for the DESPOT algorithm for solving online POMDP problems

gym_epidemic

🐍 An OpenAI Gym to benchmark AI Reinforcement Learning algorithms in epidemic control problems

multispecies-modeling-inference

📓 Copy of appendices from Warton et al 2015 (https://doi.org/10.1016/j.tree.2015.09.007)

gym_wildfire

gpdd

📦 for the Global Population Dynamics Database

gym_conservation

Ecological Conservation scenarios suitable for deep reinforcement learning applications

mee_tipping_point_forecasting

conservation-gym

Website for collection of environments for reinforcement learning in ecological conservation issues

EcoCuRL

Deep reinforcement learning and curriculum learning for invasive species management, particularly geared towards invasive crabs in northwestern US.

solara-test

Jupyter Notebook

rl-template

Template repository for rl-leaderboard submissions

repo2docker-r

JupyterHub-based repo2docker template for R