Boettiger Lab, UC Berkeley

pomdp-intro

:notebook: A separate repo for first pomdp paper (AmNat)

rl-intro

Paper introducing deep RL approaches for conservation problems

mdplearning

:package: Bayesian Learning Algorithms for Markov Decision Processes

conservation-agents

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

gym_climate

An :snake: OpenAI Gym to benchmark reinforcement learning solutions to climate change control problems :earth_americas: :robot:

pomdpplus

:package: pomdp planning and learning in uncertain systems

conservation-gym

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

gpdd

:package: for the Global Population Dynamics Database

gym_conservation

Ecological Conservation scenarios suitable for deep reinforcement learning applications

gym_wildfire

mee_tipping_point_forecasting

multispecies-modeling-inference

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

neon-forecast

Exploration of forecasting with NEON data

rl-template

Template repository for rl-leaderboard submissions

communityDimensions

Power of signal detection for community ecology data and analyses with different dimensionality.

content-store

A content-based-storage location

data-tracker

Proof of concept for Content-Identifier Based Registry for streaming data sources

dfs-mdp

Diversified Farming Systems -- Markov Decision Process Model

eml2schema

functional_diversity

Examining the relationship between functional diversity measures and species diversity across multiple community types.

future-of-fish

:notebook:

gym_ecosystem_services

gym_template

A template that may be useful for generating OpenAI gyms with common infrastructure

leaderboard_template_sb3

Template repo to assist with submitting SB3 models to the Conservation Agents Leaderboard.

lstm_example

mesopelagic-fishing

Sally Dowd, senior thesis spring 2020

pyDRLinWESM

A small package for using Deep Reinforcement Learning within World-Earth System Models

rl-toolkit

General support for training and tuning RL agents with Stable Baselines

scratch

:file_cabinet:

webtest