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Boettiger Lab, UC Berkeley's Projects

approx-model-or-approx-soln icon 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?

ca-biosearch icon ca-biosearch

I slapped a chatGPT front-end onto a shiny app to make querying from a GBIF database easier

communitydimensions icon communitydimensions

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

conservation-agents icon conservation-agents

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

conservation-gym icon conservation-gym

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

data-tracker icon data-tracker

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

despot icon despot

:package: wrapper for the DESPOT algorithm for solving online POMDP problems

dfs-mdp icon dfs-mdp

Diversified Farming Systems -- Markov Decision Process Model

ecocurl icon ecocurl

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

functional_diversity icon functional_diversity

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

gpdd icon gpdd

:package: for the Global Population Dynamics Database

gym_climate icon gym_climate

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

gym_conservation icon gym_conservation

Ecological Conservation scenarios suitable for deep reinforcement learning applications

gym_epidemic icon gym_epidemic

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

gym_fishing icon gym_fishing

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

gym_template icon gym_template

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

info icon info

:books: General information for the Boettiger Lab

k8s icon k8s

Configuration for self-hosted Kubernetes cluster on lab workstations

mdplearning icon mdplearning

:package: Bayesian Learning Algorithms for Markov Decision Processes

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