Programm Colloquium Summer 2023(PDF) **** Mailing list subscription **** Guide for Speakers **** Guide for Hosts (PDF)
Scheduling upcoming semester and lecture archive BayCEER Kolloquium
Lecture series in Ecology and Environmental Research SS 2022
All lecture datesMaximilian Pichler
Group for Theoretical Ecology, University of Regensburg (Homepage)
Thursday, 28.07.2022 H8/GEO + online
Machine Learning and Deep Learning - Opportunities and limitations for ecology
The popularity of Machine learning (ML) and Deep learning (DL) has sharply increased in recent years. In ecology and evolution (E&E), ML and DL are used to process images and other complex data (e.g. for automatic species identification) or to build predictive models for conservation, biodiversity assessment, and risk estimation. However, despite their recent rise in popularity, the inner workings of ML and DL models are often perceived as opaque. For example, is it still true that ML and DL are good tools for predictions, but statistics remains the choice when it comes to (causal) inference? Here, I provide an overview of the principles of ML and DL, how these tools differ from traditional statistical tools, and what that means when applying ML. I then discuss why and when ML and DL models excel, and where traditional statistical methods are preferable, highlighting current and emerging applications for ecological problems. Finally, I summarize emerging trends, particularly scientific and causal ML, that could significantly impact ecological data analysis in the future.
*** invited by BayCEER members Prof. Dr. Lisa Hülsmann, Dr. Magdalena Mair and Dr. Matthias Schott
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| BayCEER Colloquium: |
|---|
| Th. 2023-10-19 Global change mycology: Towards understanding the role of climate for fruit body-forming fungal communities |
| Dialog: |
| Fr. 2023-10-06 Forum Zukunftswald: Biotope im Wald für seltene und bedrohte Arten |
| Ecological-Botanical Garden: |
| Su. 2023-10-01 now Führung | "Wilde Früchtchen: Essbares für Mensch und Tier" |
| Su. 2023-10-15 Führung | "Den ÖBG kennenlernen: Allgemeine Gartenführung" |
| Vortragsreihe "Die dünne Haut der Erde": |
| We. 2023-10-11 Mikroorganismen im Boden – Abbau von Mikroplastik und anderen Bodenverschmutzungen |