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Lecture 4: Recurrent neural networks, LSTM models and their application to precipitation forecasting. lecture 4 - notes by Claudia Acquistapace

Lecture series : Introduction to satellite remote sensing and ML methods to analyze satellite data Total number of hours: 10Lecturer: Dr. Claudia AcquistapaceAffiliation: Institute for geophysics and meteorologyUniversity of Cologne.Pohligstrasse 3, 50969 Koeln (DE) Course description Lecture 1 | Introduction to satellite meteorology  (2h) Lecture 1 | slides Lecture 1 | notes Note: unfortunately, for reason of time, the notes of the lecture 1 do not contain all the topics included in the slides yet. Apologies. Lecture...

Lecture 5: From CNN to attention model and vision transformers for image classification tasks. Lecture 5, 14/12 (2 h): from CNN to attention model and vision transformers for by Claudia Acquistapace

“Observations and modelling over complex terrain”is a course conceived as a joint module with Master students from IDEA-S4S network (UniBo, KIT). The course is also open to students from the universities ivolved in TEAMx (UIBK, Uni Trento). It is planned during the summer semester 2025 in hybrid mode (lectures in person in Cologne streamed via zoom) and should give the possibility of earning 6 ECTS credit points as an elective module (only relevant for Master students in Germany). Important note: This course named METFUT II on the Uni Koeln website is NOT in any way linked to the course...