Masterarbeit zur Biomasse Vorhersage (m/w/d)
Was erwartet dich?
- Du erstellst einen großen Datensatz (InVeKoS von NRW oder Niedersachsen) und entwickelst ein Modell zur Vorhersage der Biomasse von z.B. Kartoffelpflanzen, basierend auf multispektralen Satellitendaten (Sentinel-2)
- Du vergleichst verschiedene Modellarchitekturen, darunter rekurrente Netzwerke (z. B. LSTM), Attention-basierte Modelle (z. B. Transformer, ViT, Swin-Transformer) und State-Space-Modelle
- Du setzt Foundation Modelle ein, um die Vorhersagequalität zu verbessern
- Du untersuchst zusätzliche Satellitenprodukte (z. B. Thermal- und SAR-Daten) auf ihre Auswirkungen auf die Modell-Performance
Occupational fields
Data Scientist (m/w/d)
Data Science
AI and Machine Learning Operations
Data
Was bieten wir dir?
- Ein aktuelles, praxisrelevantes Forschungsthema mit echter Wirkung
- Enge Betreuung durch Dr. Till Riedel (TECO, KIT) und Benno Avino (heliopas.ai GmbH)
- Deep-Learning Workstation und wissenschaftliche Freiheit
Paid Continuing Education
Employee shares
Agile Working
Coaching Offers
Design Thinking
Flat Hierarchies
Promotion of Employee Initiatives
Was solltest du mitbringen?
- Du hast gute Kenntnisse im Bereich Deep Learning und Computer Vision
- Du verfügst über gute Programmierkenntnisse in Python und NumPy
- Du hast erste Praxis-Erfahrungen mit Deep Learning Frameworks (PyTorch, TensorFlow) und GIS-Anwendungen, was hilfreich ist
All levels welcome (no experience required)
Languages
German
Skill set
Deep Learning
Maschinelles Sehen
Python
Optional
Pytorch
TensorFlow
About heliopas.ai GmbH
Als junges Karlsruher Startup helfen wir Landwirten, mit weniger Düngemitteln und Pestiziden auf Unwetter und Pflanzenkrankheiten zu reagieren. Auf diese Weise können wir die Welt ernähren und gleichzeitig weniger verschmutzen. Dazu überwachen wir weltweit landwirtschaftliche Felder mit Satelliten und künstlicher Intelligenz. Unsere Feldüberwachung versteht die Realität auf dem Feld und warnt vor Krankheiten und Unkräutern, bevor sie sich ausbreiten!
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You can find more information in the company profile of heliopas.ai GmbH.
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Our job offer Masterarbeit zur Biomasse Vorhersage (m/w/d) sounds promising? We're looking forward to your application.