Machine Learning

Building models for explainng and predicting life on Earth

Using machine learning algorithms, we build models that can forecast species distributions and ecosystem responses under various future scenarios.

Explore our projects

Publications in the scope of machine learning

Global map of genetic diversity of marine forests

Past climate conditions are main drivers shaping the genetic diversity of global marine forests, providing key conservatio...

Trophic convergence of marine vertebrate communities

Marine life across the globe organizes into 6 functionally similar trophic communities, driven by temperature and depth.

Climate change may produce severe seagrass biomass losses

Future climate change could cause up to 10.26% loss in seagrass biomass, stressing the critical need to fulfill the Paris ...

Reshuffling of Azorean marine biodiversity amid climate change

Climate change is projected to severely reshape Azorean coastal marine biodiversity by the end of century.

Drivers for hazardous Portuguese man o' war blooms

Data science reveals region-specific drivers for hazardous Portuguese man o' war blooms

Flawed models biased climate change impact estimates

Flawed machine learning led to inaccurate seagrass conservation priorities.

Climate change and the future diversity of seagrasses

Projections indicate that climate change will drive a significant spatial redistribution of seagrass species globally.

Climate change to reshape kelp forest diversity

Climate change threatens to disrupt these underwater havens, but we can take action. Our new research provides a roadmap ...

Global impacts of projected climate changes on mangroves

Potential climate-induced range shifts and losses in biomass, emphasizing the urgency of international climate agreements ...

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Projects in the scope of machine learning

Biodiversity database of West Africa for stakeholders

A database structured under Darwin Core standards, offering a stable, straightforward and flexible framework for sharing b...

Understanding aquaculture in a changing climate

A project to enhance aquaculture sustainability and suitability while fostering interdisciplinary collaboration.

Consequences of climate change for marine forests gene pools

A project aimed at investigating the effects of climate change on key marine forest species, such as kelp, fucoids and col...


biodiversityDS.
Centre of Marine Sciences
Faro, Portugal