Module #11 Feature Selection and Dimensionality Reduction Feature selection methods and dimensionality reduction techniques (e.g. PCA, t-SNE)
Module #12 Classification and Regression Introduction to classification and regression, including supervised and unsupervised learning methods
Module #13 Image Registration Fundamentals Introduction to image registration, similarity metrics, and registration algorithms
Module #14 Registration Techniques Rigid, affine, and non-rigid registration methods
Module #15 Image Fusion and Mosaicing Image fusion, mosaicing, and panorama creation
Module #16 Visualization Fundamentals Introduction to visualization, visualization pipeline, and visualization types
Module #17 2D and 3D Visualization 2D and 3D visualization techniques, including volume rendering
Module #18 Visualization Tools and Software Overview of popular visualization tools and software (e.g. Matplotlib, Plotly, 3D Slicer)
Module #19 Deep Learning for Biomedical Image Analysis Introduction to deep learning, CNNs, and transfer learning
Module #20 Big Data Analytics in Biomedical Imaging Handling large datasets, distributed computing, and big data analytics
Module #21 Image Analysis for Specific Applications Image analysis for specific applications (e.g. computer-aided diagnosis, image-guided interventions)
Module #22 Ethics and Regulations in Biomedical Image Analysis Ethical considerations, regulations, and standards in biomedical image analysis
Module #23 Biomedical Image Analysis in Clinical Practice Applications of biomedical image analysis in clinical practice (e.g. cancer diagnosis, neuroimaging)
Module #24 Image Analysis in Research and Development Applications of biomedical image analysis in research and development (e.g. drug discovery, personalized medicine)
Module #25 Image Analysis in Industrial Settings Applications of biomedical image analysis in industrial settings (e.g. medical device development, pharmaceutical industry)
Module #26 Project Development and Design Design and development of a biomedical image analysis project
Module #27 Project Implementation and Testing Implementation and testing of a biomedical image analysis project
Module #28 Final Project Presentations and Case Studies Final project presentations and discussion of case studies
Module #29 Course Wrap-Up and Review Review of key concepts and course highlights
Module #30 Course Wrap-Up & Conclusion Planning next steps in Biomedical Image Analysis and Visualization career
