{"id":341,"date":"2021-05-21T02:44:50","date_gmt":"2021-05-21T00:44:50","guid":{"rendered":"https:\/\/wp.unil.ch\/dawn\/?page_id=341"},"modified":"2025-09-29T11:51:51","modified_gmt":"2025-09-29T09:51:51","slug":"teaching","status":"publish","type":"page","link":"https:\/\/wp.unil.ch\/dawn\/teaching\/","title":{"rendered":"Climate Informatics & Environmental Data Science"},"content":{"rendered":"\n
<\/div>\n\n\n\n<\/a>\n\n\n\n
Introduction to Scientific Programming with Python<\/summary>\n
\"Slide2\"Slide2<\/span><\/a><\/div>
\"Intro_Python_Syllabus\"Intro_Python_Syllabus<\/span><\/a><\/div>
\"Intro_Python_GitHub_Repo\"Intro_Python_GitHub_Repo<\/span><\/a><\/div>
\"E_BOOK_ML_EES\"E_BOOK_ML_EES<\/span><\/a><\/div>
<\/div><\/div>\n\n\n\n
Fall 2024<\/summary>\n

Syllabus: English<\/a>. GitHub: Repository<\/a>. E-Book<\/a>.<\/p>\n<\/details>\n\n\n\n

Fall 2023<\/summary>\n
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Syllabus: English<\/a>. GitHub: Repository<\/a>. E-Book<\/a>. <\/p>\n<\/div><\/div>\n<\/details>\n\n\n\n

Fall 2022<\/summary>\n
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Syllabus: English<\/a>. GitHub: Repository<\/a><\/p>\n<\/div><\/div>\n<\/details>\n<\/div><\/div>\n<\/details>\n\n\n\n<\/a>\n\n\n\n

Machine Learning for Earth and Environmental Sciences<\/summary>\n
\"Slide2\"Slide2<\/span><\/a><\/div>
\"Syllabus_ML_EES\"Syllabus_ML_EES<\/span><\/a><\/div>
\"ML_EES_GitHub_Repo\"ML_EES_GitHub_Repo<\/span><\/a><\/div>
\"E_BOOK_ML_EES\"E_BOOK_ML_EES<\/span><\/a><\/div>
<\/div><\/div>\n\n\n\n
Fall 2024<\/summary>\n\n \n

Syllabus: English<\/a>. GitHub: Repository<\/a>. E-Book<\/a>. Student Final Projects [Full list<\/a>]\n \n\n \n

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\n \"final\n
Justine Berg: Combining a Machine Learning model with a global glacier model for predictions of water resources in high mountain catchments<\/a><\/figcaption>\n <\/figure>\n \n\n \n
\n \"cover\n
Baptiste Biscal: Automatic Identification of Fish Profile Based on Deep Learning<\/a><\/figcaption>\n <\/figure>\n \n\n \n
\n \"capture\n
Joseph Grob: Predicting County-Level Diabetes Prevalence in the United States Using Machine Learning and Geospatial Analysis<\/a><\/figcaption>\n <\/figure>\n \n\n \n
\n \"landslides\"\n
Mathilde Dunand: Comparing performance of different Machine Learning algorithm for shallow landslides prediction<\/a><\/figcaption>\n <\/figure>\n \n\n <\/figure>\n \n\n<\/details>\n\n\n\n
Fall 2023<\/summary>\n
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Syllabus: English<\/a>. GitHub: Repository<\/a>. E-Book<\/a>. Student Final Projects [Full list<\/a>]\n\n\n\n

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\"\"<\/a>
Chongguang Fan<\/strong>: Large area forest aboveground biomass mapping by integrating GEDI and Sentinel-2<\/figcaption><\/figure>\n\n\n\n
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Michail Henry<\/strong>: Convolutional neural network for seismic wave classification<\/figcaption><\/figure>\n\n\n\n
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Ayoub Fatihi<\/strong>: Mapping of Geological Structures: A CNN Approach<\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
Yvan Martinet<\/strong>: Classifying fossil tracks with neural networks<\/figcaption><\/figure>\n<\/figure>\n<\/div><\/div>\n<\/details>\n\n\n\n
Fall 2022<\/summary>\n
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Syllabus: English<\/a>. GitHub: Repository<\/a>. Student Final Projects [Full list<\/a>]\n\n\n\n

\n
\"\"<\/a>
Marc O\u2019Callaghan: Comparison of YOLOv4-tiny and YOLOv7-tiny for instream wood detection<\/a><\/figcaption><\/figure>\n\n\n\n
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Julia Walker: Comparing Machine Learning Algorithms for Land Cover Classification for Vallon de Nant, Switzerland<\/a><\/figcaption><\/figure>\n\n\n\n
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Fabien Augsburger: Machine Learning Prediction of Moderate and Extreme Wind Bursts in Europe<\/a><\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
\u00c9tienne Delaloye: Using a Random Forest Classifier and Logistic Regression for Binary Classification of Water Potability<\/a><\/figcaption><\/figure>\n\n\n\n
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Axelle Bersier: Exploratory analysis of clustering Swiss population using Self-Organizing Maps<\/a><\/figcaption><\/figure>\n<\/figure>\n<\/div><\/div>\n<\/details>\n\n\n\n
Spring 2022<\/summary>\n
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Syllabus: English<\/a>\/Fran\u00e7ais<\/a>. GitHub: Repository<\/a>. Student Final Projects [Full list<\/a>]\n\n\n\n

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\"\"<\/a>
Isabel Nicholson Thomas: Can ML be used to generate accurate & regular Land Cover data for CH from satellite imagery?<\/a><\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
Christophe Reis: Predicting the exposure concentration of a pollutant based on tadpoles<\/a><\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
Alessio Poloni: Ranking Features for Landslide Prediction<\/a><\/figcaption><\/figure>\n<\/figure>\n<\/div><\/div>\n<\/details>\n<\/div><\/div>\n<\/details>\n\n\n\n<\/a>\n\n\n\n
G\u00e9oinformatique I (2024)<\/summary>\n

<\/p>\n\n\n

\"Slide3\"Slide3<\/span><\/a><\/div>
\"Slide37\"Slide37<\/span><\/a><\/div>
\"Slide18\"Slide18<\/span><\/a><\/div>
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<\/p>\n<\/details>\n\n\n\n<\/a>\n\n\n\n

G\u00e9omatique et Syst\u00e8mes d’Information G\u00e9ographique (2022-2025)<\/summary>\n
\"Slide3\"Slide3<\/span><\/a><\/div>
\"Geomatique_SIG\"Geomatique_SIG<\/span><\/a><\/div>
\"Slide45\"Slide45<\/span><\/a><\/div>
\"Slide46\"Slide46<\/span><\/a><\/div>
\"Slide47\"Slide47<\/span><\/a><\/div>
\"Slide49\"Slide49<\/span><\/a><\/div>
\"Slide50\"Slide50<\/span><\/a><\/div>
\"Slide51\"Slide51<\/span><\/a><\/div>
\"Slide53\"Slide53<\/span><\/a><\/div>
\"Slide54\"Slide54<\/span><\/a><\/div>
\"Slide55\"Slide55<\/span><\/a><\/div>
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<\/p>\n\n\n\n

Automne 2024<\/summary>\n

Projets de cours [Liste compl\u00e8te \u00e0 ce lien<\/a>]\n\n\n\n

\n
\"accessibilite\u0301
Accessibilit\u00e9 des pistes cyclables et densit\u00e9 urbaine
dans le District de Lausanne (Lo\u00efc Tshimbalanga)<\/a><\/figcaption><\/figure>\n\n\n\n
\"repercussion
Quelle est la r\u00e9percussion des sites arch\u00e9ologiques romains et m\u00e9di\u00e9vaux sur le p\u00e9rim\u00e8tre
d\u2019implantation des communes ? (Nora Irzik)<\/a><\/figcaption><\/figure>\n\n\n\n
\"risque
Risque d\u2019inondation dans le Plan de Magadino (Nicola Bulotti)<\/a><\/figcaption><\/figure>\n\n\n\n
\"risque
Le risque d\u2019\u00e9boulements dans le Haut
Mattertal (Camillo Porter)<\/a><\/figcaption><\/figure>\n<\/figure>\n<\/details>\n\n\n\n
Automne 2023<\/summary>\n

Projets de cours [Liste compl\u00e8te \u00e0 ce lien<\/a>]\n\n\n\n

\n
\"\"<\/a>
O\u00f9 construire son chalet pour b\u00e9n\u00e9ficier de la meilleure vue sur l\u2019ober gabelhorn ? Robin Schindfessel<\/strong><\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
Les avalanches dans le Val Bedretto. Mattia Scotti<\/strong><\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
Quelle corr\u00e9lation spatiale entre la densit\u00e9 des accidents de v\u00e9lo dans le centre-ville de Berne et la pr\u00e9sence d’intersections, de pistes cyclables et de voies de trams ? P\u00e9riode d’\u00e9tude entre 2015 et 2020. Matteo Bertolazzi<\/strong><\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
Nouvelles contributions \u00e0 la lich\u00e9nom\u00e9trie. Thomas BISELX<\/strong><\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
Qualit\u00e9 du r\u00e9seau des transports publics en Tessin. Demini Luca<\/strong><\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
Un d\u00e9passement des limites d\u2019immissions du bruit routier dans les aires d\u2019accueil des Y\u00e9niches, Sint\u00e9s et Roms nomades ? Annina Rohrer<\/strong><\/figcaption><\/figure>\n<\/figure>\n\n\n\n


<\/p>\n<\/details>\n\n\n\n

Automne 2022<\/summary>\n
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Projets de cours [Liste compl\u00e8te \u00e0 ce lien<\/a>]\n\n\n\n

\n
\"\"<\/a>
Nicol\u00f2 Tagliabue : Quelle tendance pour les accidents routiers dans le centre-ville de Lugano ? Analyse comparative entre les ann\u00e9es 2011-2013 et 2019-2021.<\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
Alicia Teixeira : Les microplastiques dans l\u2019oc\u00e9an Atlantique et environs<\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
Lorena Crelier : Augmentation future des temp\u00e9ratures en zone urbaine<\/figcaption><\/figure>\n<\/figure>\n\n\n\n
\n
\"\"<\/a>
Chiara Coppa : Assainissement du bruit routier dans la commune de Roveredo, Grisons<\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
Laurine Dagneux : Visualisation des variabilit\u00e9s de temp\u00e9ratures dans le district de Z\u00fcrich entre zone urbaine et nonurbaine<\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
Ma\u00ebva Meister : Affectation des cours d\u2019eau par l\u2019azote en rapport avec les sols agricoles<\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
M\u00e9lissa Francey : Vuln\u00e9rabilit\u00e9 des zone urbaines dans les communes des Pr\u00e9alpes Fribourgeoises face aux dangers naturels gravitaires.<\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
Gaspare Toscano : Isochrones de parcours \u00e0 v\u00e9lo sur le territoire Genevois<\/figcaption><\/figure>\n\n\n\n
\"\"<\/a>
Victor Matty : Les ravages d\u2019un accident nucl\u00e9aire<\/figcaption><\/figure>\n<\/figure>\n<\/div><\/div>\n<\/details>\n<\/div><\/div>\n<\/details>\n\n\n\n
MOOC: Machine Learning in Weather & Climate (2022-2023)<\/summary>\n
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The MOOC, openly available at this link<\/a>, was organized by ECMWF<\/a> in partnership with competence.lu<\/a>. We led two e-learning modules: <\/p>\n\n\n\n