Drone Imaging AnalysisExplores drone imaging analysis using Meshroom software for civil engineering applications.
Convolutional Neural NetworksCovers convolutional neural networks, filter operations, and their applications in signal processing and image analysis.
Land Use Mapping in the AlpsExplores soil sealing impact, land use statistics, image segmentation, and random forest classification for sustainable land management.
Neural Networks: Multilayer LearningCovers the fundamentals of multilayer neural networks and deep learning, including back-propagation and network architectures like LeNet, AlexNet, and VGG-16.
Machine Learning FundamentalsIntroduces the basics of machine learning, covering supervised classification, logistic regression, and maximizing the margin.
Deep Learning FundamentalsIntroduces deep learning fundamentals, covering data representations, neural networks, and convolutional neural networks.