Modules

90 results

Study Phase90

Advanced Course on 3D Computational Modelling for Biomedical ApplicationsNo ratings for this module yet.Focus AreasYou will learn how to build, numerically solve, and evaluate 3D computer models for various biomedical applications. After the course you will be able to apply basic modeling methods, implement models in Python and COMSOL, and interpret results for applications in electromagnetism, material and heat transport, structural mechanics, and fluid dynamics.5 ECTSruns this semesterCIT433048Advanced Deep Learning for RoboticsNo ratings for this module yet.Focus AreasIn this module you deepen advanced deep learning methods with a focus on robotic applications and deep reinforcement learning. You learn both theoretical foundations of modern network architectures and probabilistic methods as well as their practical implementation in simulations and projects for robotics tasks.8 ECTSruns this semesterCIT433027Advanced ProgrammingNo ratings for this module yet.Focus AreasYou will learn to develop scientific software in C++ while balancing performance and maintainability. In the end you will be able to choose appropriate data types and programming structures, apply C++ language facilities for resource management, object- and generic programming, and analyze and optimize performance.5 ECTSruns this semesterIN1503Bildverarbeitung in der PhysikNo ratings for this module yet.Focus AreasYou will learn basic and advanced techniques of image processing and image reconstruction with a focus on applications in physics. In the end you will be able to apply filter- and Fourier-based methods, interpolation, segmentation, noise and resolution analysis, tomographic reconstruction as well as fundamental concepts of wave propagation and phase-contrast imaging, and assess their respective strengths and limitations.5 ECTSruns this semesterPH2181BiomaterialsNo ratings for this module yet.Focus AreasYou will receive a solid introduction to biomaterials with a focus on polymers, material structure, material properties and manufacturing methods. At the end you will be able to explain material principles in biological systems, assess fabrication and material approaches for tissue engineering, and evaluate criteria for the integration of implants with tissue.3 ECTSruns this semesterCIT243001
85 more in Study PhaseBiomedical Engineering - Diagnostics and Clinical CorrelationsNo ratings for this module yet.Focus AreasYou will learn how in vitro diagnostics procedures and associated devices are used in the context of clinically relevant diseases. Based on case studies you will link pathological findings with measurable quantities, analyze construction principles and development processes, and discuss typical limits and problems of diagnostic procedures.5 ECTSruns this semesterCIT3430000BioMEMS and MicrofluidicsNo ratings for this module yet.Focus AreasYou will learn fundamental concepts and applications of microfluidic and microelectromechanical systems (BioMEMS) for biological questions. The module combines electrodynamics, surface science and fluid mechanics, shows principles of lab-on-a-chip systems and covers cell-based microfluidic systems as well as chip-based neuroscience applications. In the end you will be able to explain physical mechanisms and assess their application in BioMEMS and microfluidics.5 ECTSruns this semesterEI7473Biophysik der Zelle 1No ratings for this module yet.Focus AreasYou learn physical principles that determine the behavior of cells and their building blocks, e.g. fluid mechanics at low Reynolds numbers, diffusion, gene regulation, reaction kinetics, conformational dynamics, enzymatic catalysis, polymer elasticity and membrane physics. By the end you can explain dynamic and steady-state properties of macromolecular state changes and bimolecular reactions and classify terms such as entropy elasticity, dissociation constant, transition state and transition rate, as well as describe enzymatic catalysis.5 ECTSruns this semesterPH2013Computational NeuroscienceNo ratings for this module yet.Focus AreasYou will learn concepts and implementations of central models and methods of Computational Neuroscience in Python. At the end you will be able to implement single-neuron and network models, analyze their properties, and transfer models to new questions, as well as apply fundamental methods of Machine Learning and information analysis.5 ECTSruns this semesterLS20056Computer Vision III: Detektion, Segmentierung und TrackingNo ratings for this module yet.Focus AreasYou will learn modern methods for object recognition, segmentation and tracking in images and videos. In the end you will understand the underlying deep-learning concepts and be able to work on real computer-vision problems with state-of-the-art models in PyTorch.6 ECTSruns this semesterIN2375Digital Signal ProcessingNo ratings for this module yet.Focus AreasYou learn advanced concepts of digital signal processing for single- and multidimensional signals and how to apply them. Topics include 2D/multidimensional signals and systems, filter design, linear block transforms, wavelets/filter banks, as well as inverse problems and applications in media processing. In the end you can switch between time/space and frequency representations, select suitable representations, and solve problems both analytically and with Matlab.5 ECTSruns this semesterEI70220Einführung in die Synthese von Nanomaterialien und NanostrukturenNo ratings for this module yet.Focus AreasYou will receive an introduction to the synthesis of nanomaterials and nanostructures. At the end you will be able to understand fundamental synthesis methods and comprehend applied questions related to the production and control of nanoscale materials.5 ECTSruns this semesterNAT3018Einführung in the Theranostic: Konzepte, Implementierung, klinische AnwendungNo ratings for this module yet.Focus AreasYou will learn the fundamentals and clinical applications of the theranostic approach in nuclear medicine. After the module you will understand the radiopharmaceuticals used, the measurement techniques of PET and SPECT as well as their dosimetry and typical applications in neuroendocrine tumors and prostate cancer.5 ECTSruns this semesterME56795Engineering Cell TherapyNo ratings for this module yet.Focus AreasYou learn the fundamentals and advanced techniques for the development of cell-based therapies, with a focus on synthetic, biophysical and biomedical methods for modifying cells and their clinical use. By the end you will be able to compare various cell therapy strategies and delivery mechanisms, design protocols for intracellular delivery, and categorize applications such as CAR-T, iPSC reprogramming, as well as therapies for cancer and tissue regeneration.5 ECTSruns this semesterCIT443032Fundamentals of Artificial IntelligenceNo ratings for this module yet.Focus AreasYou learn the foundations of artificial intelligence: from search procedures and constraint-satisfaction to logic and probabilistic models to decision making, learning and an introduction to robotics. In the end you will be able to design simple AI systems and apply basic methods from search, logic, probability and decision theory.6 ECTSruns this semesterIN2406Grundlagen und Methoden der Physiologie, Biochemie und MolekularbiologieNo ratings for this module yet.Focus AreasYou will learn the fundamentals of human physiology as well as the underlying biochemical and molecular biological principles. Topics include nutrition and metabolism, blood and transport of substances, immune system, musculoskeletal system, sensory physiology, as well as proteins, carbohydrates and lipids. You will also gain insights into laboratory techniques for protein purification and analysis, as well as selected aspects of molecular cell biology.5 ECTSruns this semesterPH2110Grundlegende Algorithmen (CSE)No ratings for this module yet.Focus AreasYou receive an introduction to fundamental sequential and simple parallel algorithms as well as the methods for their analysis. By the end you will be able to apply typical algorithms (sorting, searching, graph algorithms, some parallel arithmetic procedures), analyze their complexity and parallelism, and formally justify correctness and performance statements.5 ECTSruns this semesterIN2157Halbleitersynthese und NanoanalytikNo ratings for this module yet.Focus AreasYou learn modern procedures for the production and nanoscale characterization of semiconductor thin films. In the end you can describe the physical foundations and experimental implementations of important deposition and analysis methods and critically interpret experimental results.5 ECTSruns this semesterPH2189Human RoboticsNo ratings for this module yet.Focus AreasYou learn how concepts from robotics are used to describe, analyze, and apply human movement control in applications such as rehabilitation, sport, and exercise. In the end you will be able to apply robotic principles to motor control, create simple models, and plan and present a research project in Human Robotics.5 ECTSruns this semesterMH260018Introduction to Deep LearningNo ratings for this module yet.Focus AreasIn this module you will learn the fundamentals and current methods of Deep Learning, with a special focus on neural networks and Convolutional Neural Networks. You understand theory (e.g. backpropagation, SGD, regularization) and acquire practical experience in training and optimizing network architectures, so you can solve simple applications such as digit recognition or image classification.6 ECTSruns this semesterIN2346Introduction to Soft RoboticsNo ratings for this module yet.Focus AreasYou will learn the fundamentals, fabrication, modeling and control of soft robots (Soft Robotics). In the end you will be able to understand common soft actuators and sensors, understand simple soft manipulators and mobile soft robots, as well as create models (kinematics, dynamics) and apply control engineering approaches.6 ECTSruns this semesterCIT4330000Introduction to Surgical RoboticsNo ratings for this module yet.Focus AreasYou will learn how robotics is applied in surgery: from clinical use cases to technical fundamentals to the development of robot-assisted solutions for medical problems. In the end you will be able to assess deployment potentials, integrate robotics into surgical workflows, and design and present simple prototypes for defined clinical tasks.6 ECTSruns this semesterIN2292Kinetik zellulärer ReaktionenNo ratings for this module yet.Focus AreasYou learn how to formulate, mathematically describe and solve kinetic models of cellular and biochemical reactions – from classical approximations to numerical and stochastic methods. In the end you can practically implement these models (e.g., in Mathematica), distinguish between ensemble- and single-molecule considerations, and analyze typical single-molecule phenomena such as processivity or randomness.5 ECTSruns this semesterPH2023Künstliche Intelligenz in der MedizinNo ratings for this module yet.Focus AreasYou will learn the fundamentals and current methods of Artificial Intelligence in the medical context, from ML for medical imaging through NLP for clinical data to data protection, interpretability and ethical aspects. In the end you can classify the most important topics, apply them to your own deep-learning projects and develop strategies for evaluation and implementation in clinical practice.5 ECTSruns this semesterIN2403Medizintechnik 1 - ein organsystembasierter AnsatzNo ratings for this module yet.Focus AreasYou will learn the fundamentals of therapeutic and diagnostic medical technology based on selected organ systems (skin, sense organs especially the eye, cardiovascular system, musculoskeletal and movement system). You will understand the relevant anatomical-physiological fundamentals, typical disease patterns and common medical-technical diagnostic and therapeutic approaches and you will be able to apply this knowledge to medical-technical questions.5 ECTSruns this semesterMW0056Moderne RöntgenphysikNo ratings for this module yet.Focus AreasYou will get to know the fundamentals of modern X-ray physics with a focus on imaging methods, both for synchrotron radiation and for modern laboratory sources (e.g. compact synchrotron MuCLS). In the end you can assess sources, interactions with matter, detectors and imaging methods and name suitable parameters for experiments (source size, coherence, energy resolution, detector choice).5 ECTSruns this semesterPH2182Molekulare Zellbiologie der TumorentstehungNo ratings for this module yet.Focus AreasYou will gain in-depth insights into molecular and cellular biological mechanisms of tumorigenesis and progression. In the end you can connect biological fundamentals with translational aspects, properly evaluate current scientific literature, and analytically approach questions of cancer research.6 ECTSruns this semesterWZ2427Nanostrukturierte, Weiche Materialien 1No ratings for this module yet.Focus AreasYou will receive an introduction to nanostructured, soft materials and their applications. You will learn the fundamental types (colloids, polymers, liquid crystals, amphiphiles, biopolymers) as well as structured surfaces, and after the module you will be able to place properties, self-organization processes, and typical application areas in context.5 ECTSruns this semesterPH2048NeuroprostheticsNo ratings for this module yet.Focus AreasYou will obtain the theoretical foundations of neuroprosthetics and implement them numerically in a accompanying computer exercise. The focus is on electrical stimulation of neurons using the example of cochlear implants; the goal is to develop and simulate a virtual middle ear implant model including the response of the auditory nerve.5 ECTSruns this semesterEI70270Neuroprosthetics: Artificial LimbsNo ratings for this module yet.Focus AreasYou will learn foundations and current developments of neuroprosthetics for arm and leg prostheses as well as methods for integration of control and sensory feedback. In the end you will be able to design concepts for mechatronic prosthetic systems, analyze EMG signals for multi-degree-of-freedom control, and critically assess functional evaluation methods.5 ECTSruns this semesterIN2405Nichtlineare Dynamik und komplexe Systeme 1No ratings for this module yet.Focus AreasYou learn the fundamental concepts of nonlinear dynamical systems: how cooperative phenomena such as bistability, self-sustained oscillations, and deterministic chaos arise from nonlinearities. In the end you will be able to perform phase-space analyses, describe stability and bifurcations, and characterize simple chaotic attractors with suitable measures.5 ECTSruns this semesterPH2027Photonik und Ultrakurzzeitphysik 1No ratings for this module yet.Focus AreasIn this module you will learn the foundations of modern optics, laser physics and ultrafast pulse technology and their applications. By the end you will be able to describe propagation and properties of laser beams, analyze optical systems and resonators, understand methods of Fourier optics and nonlinear optics as well as the generation and propagation of ultrashort pulses.5 ECTSruns this semesterPH2158Physik der MagnetresonanzbildgebungNo ratings for this module yet.Focus AreasYou will learn the physical fundamentals of magnetic resonance imaging (MRI). The focus of this first part is how MR signals arise, how they are detected and manipulated, and how images are generated from these signals. In the end you will be able to explain and analyze MR signals and basic image formation processes as well as simple pulse sequences.5 ECTSruns this semesterME703Physik mit Positronen 1No ratings for this module yet.Focus AreasYou will receive an introduction to physics with positrons and their applications in materials science, solid-state and surface physics. You will learn how positron sources and monoenergetic positron beams are realized and guided, how positrons interact with matter, and how positronium is produced and measured. In the end you will be able to explain common positron measurements and detectors, and in particular positron lifetime spectrometers, and apply them to the investigation of crystal defects.5 ECTSruns this semesterPH2075Process Modeling and ControlNo ratings for this module yet.Focus AreasYou will learn how chemical and thermal processes are modeled and controlled. The module provides fundamentals on mass-balance models (mass, amount of substance, energy, momentum), on stationary and dynamic behavior, and on control engineering (P, I, D, PID, cascades). In the end you can mathematically describe systems, numerically solve ODEs, and design and analyze control loops with MATLAB/Simulink — taking ecological and economic impacts into account.5 ECTSruns this semesterED180022Proteomics: Analytische Grundlagen und Biomedizinische AnwendungenNo ratings for this module yet.Focus AreasYou will learn methods of proteomics and how they are applied in basic research, medical research, and drug development. After the module you will be able to plan proteomic experiments, analyze mass spectrometry data, and evaluate the results in an experimental context.6 ECTSruns this semesterWZ2439Quantenmechanische Grundlagen der NMR-Spektroskopie, KlausurNo ratings for this module yet.Focus AreasYou learn the quantum mechanical foundations required for understanding and designing modern NMR experiments. In the end you will be able to describe spin systems with different formalisms, calculate their time evolution, and analyze experimental observables of interest as well as evaluate NMR experiments and design new experiments.5 ECTSruns this semesterCH3034Statistical Foundations of LearningNo ratings for this module yet.Focus AreasYou learn statistical foundations of machine learning theory and mathematical tools for the analysis of learning algorithms. In the end you will be able to evaluate generalization and consistency questions, theoretically analyze algorithms such as k‑NN, SVM and simple neural networks, and contextualize newer developments such as overparameterization and training dynamics.8 ECTSruns this semesterCIT4230004Synthetische Biologie 1No ratings for this module yet.Focus AreasYou will receive an introduction to the basics of synthetic biology with a focus on synthetic gene circuits. You will learn molecular biology foundations, quantitative methods for describing gene expression, and dynamic properties of biological systems. In the end you will be able to understand simple gene circuits and describe gene regulation quantitatively.5 ECTSruns this semesterPH2228Säugetierzelltechnologie, KlausurNo ratings for this module yet.Focus AreasIn this module you will learn central concepts and methods of mammalian cell technology, in particular how synthetic biology is applied to mammalian cells. You will gain knowledge on molecular fundamentals, gene editing, genetic circuits, sensors and actuators, as well as applications in cell theranostics and regenerative medicine, and you will be able to explain and practically apply the relevant methods and concepts at the end.5 ECTSruns this semesterCH0170Techniques for Medical DiagnosticsNo ratings for this module yet.Focus AreasYou will learn technological fundamentals and applications of medical diagnostics with a focus on in vitro. The content covers the structure, analytical principles and clinical classification of diagnostic procedures as well as regulatory framework conditions. In the end you will be able to quantitatively evaluate diagnostic data and biomarkers and assess requirements for new, clinically implementable methods.5 ECTSruns this semesterCIT443028Tissue Engineering and Regenerative Medicine: Grundlagen und AnwendungenNo ratings for this module yet.Focus AreasIn this module you will learn the fundamentals and applications of tissue engineering and regenerative medicine. You will understand how materials, cells, biomanufacturing and bioreactors are combined to develop tissues, and you will be able to evaluate strategies for (re)generation of tissues and organs and apply them to clinical questions.5 ECTSruns this semesterED160004Visual Data AnalyticsNo ratings for this module yet.Focus AreasYou will learn the entire visualization pipeline — from data acquisition and preprocessing over interpolation and filtering to presentation. You understand methods of information and scientific visualization for 2D/3D scalar and vector fields as well as terrain rendering and can evaluate and apply suitable techniques.5 ECTSruns this semesterIN2026Advanced Deep Learning for PhysicsNo ratings for this module yet.Focus AreasIn this module you will learn deep-learning methods and numerical simulation algorithms for physical materials such as fluids and deformable bodies. By the end you will be able to apply concepts such as generative models, time-series prediction, and numerical methods for partial differential equations, and select suitable network architectures and solvers for concrete tasks.6 ECTSno date this semesterIN2298Advanced MicrofluidicsNo ratings for this module yet.Focus AreasYou learn the basics and advanced techniques of microfluidics — from scaling laws and flow principles to active/ passive and hybrid systems as well as droplet, paper and digital microfluidics. By the end you can compare different microfluidic methods, describe forces and principles, analyze fabrication methods for micro-particles, and design simple microfluidic systems.5 ECTSno date this semesterEI71082Angewandte BiorobotikNo ratings for this module yet.Focus AreasYou will learn how biological insights are used to solve technical tasks in bio robotics. The module provides foundations of bipedal locomotion, its control, and biologically inspired optimization methods, and applies this knowledge in a practical project in which you design, optimize, and evaluate a controller for a walking robot.6 ECTSno date this semesterMW2388Applikation von Radioaktivität in Industrie, Forschung und MedizinNo ratings for this module yet.Focus AreasYou will learn the physical and mathematical fundamentals for the application of radioactivity in industry, research and medicine. In the end you will be able to describe and apply concepts of radiation protection, detection and shielding as well as typical medical, industrial and research-related applications of radioactive sources in simple practical tasks.5 ECTSno date this semesterMW0892Artificial Intelligence in Medicine IINo ratings for this module yet.Focus AreasYou will gain an overview of advanced prediction and classification tasks in medicine. You will learn methods for prognosis and diagnostics (e.g., risk scores, survival models, differential diagnosis, population stratification), specialized ML techniques (geometric deep learning methods for point clouds/networks, transformers, reinforcement learning) as well as topics on trustworthiness and clinical implementation of AI (bias, fairness, generalizability, data harmonization, evaluation). By the end you can apply the concepts in your own AI projects and assess their social and ethical implications.5 ECTSno date this semesterIN2408Biofluid MechanicsNo ratings for this module yet.Focus AreasYou learn how fluid mechanics is applied to biological systems, in particular blood flow in vessels and flow in the lungs. By the end you will be able to use fluid-mechanical principles and mathematical as well as numerical methods to describe and simulate biological processes.5 ECTSno date this semesterMW0376Biomolecular ElectronicsNo ratings for this module yet.Focus AreasYou will learn fundamentals and current concepts of biomolecular electronics: from electronic structure and basic device components to electronic transport in biomolecules, surface functionalization, experimental test systems and applications such as electronic biosensors and organic electronics. By the end you will be able to explain the key mechanisms and structures and combine concepts for the development of simple biomolecular systems.5 ECTSno date this semesterEI70210Biophysik der Zelle 2No ratings for this module yet.Focus AreasYou will learn physical fundamentals and modern methods for investigating cells and cellular processes. The emphasis is on optical and fluorescence-based microscopy methods, the physics of hearing, properties of biological membranes, as well as the structure of viruses and basics of immunology. In the end you will be able to explain the functioning of the methods and systems studied and assess their experimental access.5 ECTSno date this semesterPH2014Bioprinting: Fundamentals and ApplicationsNo ratings for this module yet.Focus AreasYou will learn the fundamentals and applications of bioprinting: from technologies and bioinks to 3D in vitro models and regulatory aspects. In the end you will be able to evaluate bioprinting processes and their advantages and disadvantages, formulate design criteria for bioinks, and describe methods to assess cell viability.5 ECTSno date this semesterMW2479Cognitive NeuroscienceNo ratings for this module yet.Focus AreasYou learn how information is processed in the cortex of mammals: structure of the cortex, typical circuits, principles of cortical processing and models of their function. By the end you can sketch cortical processes, derive their neurobiological prerequisites, and explain their relevance for behavior, diseases and technical interventions.3 ECTSno date this semesterWZ2693Computational Physiology for Medical Image ComputingNo ratings for this module yet.Focus AreasYou learn how computational models are used to derive physiological and diagnostic information from clinical image data. By the end you can deploy and evaluate models that, for example, extract blood flow, metabolism, tissue microstructure, or disease progression from modalities such as MRI, CT, or PET.6 ECTSno date this semesterIN2319Computer Architecture and NetworksNo ratings for this module yet.Focus AreasYou learn how computers are internally constructed and how their components work together. In the end you can name the most important building blocks of microprocessors and computers and analyze their interaction as well as classify and use different levels of parallelism in hardware and software.5 ECTSno date this semesterIN2189Computing in und mit biologischen SystemenNo ratings for this module yet.Focus AreasYou will learn how biological systems store, process and transmit information. The module conveys concepts of information and computation in living systems as well as bio-inspired computing paradigms and biomolecular approaches. In the end you will be able to explain biological information processing and assess the application of molecular and cellular mechanisms in computing and robotics systems.5 ECTSno date this semesterNAT3050Cyber-Physical SystemsNo ratings for this module yet.Focus AreasYou learn how to model and analyze systems in which computing elements are tightly linked to physical processes (Cyber‑Physical Systems). The focus is on continuous, discrete and hybrid dynamics as well as fundamental methods for simulation, stability analysis and control of such systems.6 ECTSno date this semesterIN2305Design and Validation of Bio-Microrobotic SystemsNo ratings for this module yet.Focus AreasYou are dealing with the design and validation of microrobotic systems for biological applications. You independently conduct topic-specific literature research, write a short scientific project description with hypothesis and experimental planning, and gain practical experience in validation methods such as fluorescence microscopy, UV-Vis spectroscopy, and Dynamic Light Scattering.6 ECTSno date this semesterCIT4430014Disposable SensorsNo ratings for this module yet.Focus AreasIn this module you will learn the fundamentals, materials, manufacturing processes and applications of inexpensive disposable sensors. By the end you will be able to explain various detection and amplification principles, name common bioreceptors and assess the use cases of disposable sensors.5 ECTSno date this semesterCIT443022Einführung in die digitale SignalverarbeitungNo ratings for this module yet.Focus AreasYou learn the fundamentals of digital signal processing: signals and systems in the time and frequency domain, discretization, filter operations, frequency transformations, compression techniques and initial aspects of digital image processing. You also learn how the algorithms are implemented on a digital signal processor (DSP) and apply these implementations in the lab. In the end you can analyze theoretical concepts and practically implement suitable algorithms.7 ECTSno date this semesterIN2061Entwurf von sicheren medizinischen Geräten und BaugruppenNo ratings for this module yet.Focus AreasYou will learn how principles of functional safety and the electrical safety standards are applied to medical devices and assemblies. The main focus is on recognizing and mastering hardware and software errors in microcontroller-/processor environments as well as the non-ideal properties of electronic components and their impact on circuit design. In the end you will be able to develop norm-compliant concepts for medical electronic assemblies and assess fault-avoidance or fault-tolerant measures.5 ECTSno date this semesterEI71045Flow LithographyNo ratings for this module yet.Focus AreasYou will learn methods for producing structured micro-particles using flow-assisted photolithography in microfluidic channels. In the end you will be able to compare different fabrication techniques, classify particles by dimensional complexity, and assess their potential applications in biomedical contexts.5 ECTSno date this semesterEI71097Grundlegende Einführung in fortgeschrittene MRT und Analysetechniken für Neuro-AnwendungenNo ratings for this module yet.Focus AreasYou will receive a fundamental, interactive introduction to advanced MRI and MR spectroscopy methods with a focus on neuro-applicable examples. By the end you will be able to explain the most important principles of quantitative, structural and physiological MRI methods as well as basic analysis techniques for investigating connectivity and metabolism and to recognize suitable applications along with their limitations.2 ECTSno date this semesterME702Introduction to Biological ImagingNo ratings for this module yet.Focus AreasYou will learn the engineering fundamentals of modern biological imaging with a focus on image reconstruction (tomography). You will gain insight into hardware, physical principles and algorithmic implementation of common and emerging imaging methods (e.g. microscopy, MRI, optical/optoacoustic methods) as well as applications in biology and medicine.6 ECTSno date this semesterME562Inverse Problems in Medical ImagingNo ratings for this module yet.Focus AreasYou will learn mathematical tools and solution strategies for inverse problems in medical imaging. In the end you will be able to theoretically analyze inverse problems, design experimentally and implement practically, as well as assess algorithms for reconstruction and regularization.5 ECTSno date this semesterIN2409Machine Learning for Graphs and Sequential DataNo ratings for this module yet.Focus AreasYou will learn methods of machine learning for graph data and sequential data. You understand models for texts and temporal sequences as well as techniques for networks and graphs and can apply and evaluate them to real tasks. In the end you can select suitable procedures and assess their strengths/weaknesses for non-independent data.5 ECTSno date this semesterIN2323Machine Learning for Regulatory GenomicsNo ratings for this module yet.Focus AreasIn this module you will learn biological fundamentals of gene regulation and modern deep learning methods for modeling sequence-based regulatory processes. After completion you will be able to apply genome-wide experimental procedures and deep learning models for different stages of gene expression and biologically interpret the model predictions.6 ECTSno date this semesterIN2393Medizintechnik 2 - ein organsystembasierter AnsatzNo ratings for this module yet.Focus AreasIn this module you learn medical technology diagnostic and therapeutic principles along selected organ systems (e.g. respiratory system, nervous system, urogenital system, digestive system, sensory system/ear). You will gain fundamentals in anatomy, physiology and pathology of these systems and you will be able to assess medical-technical solutions and apply them in your own development projects.5 ECTSno date this semesterMW0017Methoden und Datenanalyse in der Biophysik 1No ratings for this module yet.Focus AreasIn this module you will learn methods of data analysis and typical measurement processes in biophysics. You will practice statistics, error analysis, noise consideration, data sampling and filtering, as well as basics of scanning force microscopy (AFM) and simple Bayesian statistics, so that you can critically evaluate measurement data and perform basic analysis tasks independently.5 ECTSno date this semesterPH2251Methoden und Datenanalyse in der Biophysik 2No ratings for this module yet.Focus Areas5 ECTSno date this semesterPH2257MicrophysiometryNo ratings for this module yet.Focus AreasYou will learn the physiological fundamentals of cellular energy metabolism and how to measure this at very small scales. The module imparts system-engineering aspects of microphysiology (micro sensors, microfluidics, electronics, cell culture, firmware/software) and prepares you to evaluate and apply measurement methods and assays for vital cells in research and diagnostics.5 ECTSno date this semesterEI71028Nano- and MicroroboticsNo ratings for this module yet.Focus AreasYou learn the fundamentals and current concepts of nano- and microrobotics with a focus on biomedical applications. In the end you understand physical principles in the submillimeter range, materials and fabrication methods, as well as actuation and control mechanisms, and you can critically assess design decisions for small robotic systems and their integration into biological environments.5 ECTSno date this semesterEI71091Nanoscience mittels RastersondenmikroskopieNo ratings for this module yet.Focus AreasYou will learn the fundamentals and applications of scanning probe microscopy (e.g., AFM, STM). In the end you will be able to distinguish different measurement modes, sketch experimental setups, and discuss basic measurement-related questions.5 ECTSno date this semesterPH2140Nanostrukturierte, Weiche Materialien 2No ratings for this module yet.Focus AreasYou learn fundamentals and current topics on nanostructured, soft materials with a focus on multicomponent systems, biological as well as optical and electrical properties. At the end you can assess the structure, stability mechanisms and functional properties of emulsions, foams, biological membranes, polymers, gels, metal–polymer composites, photonic crystals and their relevance for energy storage and conversion.5 ECTSno date this semesterPH2049NeuroAI and Machine Learning in NeuroscienceNo ratings for this module yet.Focus AreasYou will learn modern methods of Computational Neuroscience and NeuroAI: from model-based approaches (dendrite models, mean-field, Fokker-Planck, linear response) through plasticity and stochastic processes to training methods for RNNs and SNNs as well as Reinforcement Learning and Predictive Coding. In the end you will be able to implement models at different levels, train RNNs/SNNs and analyze and reproduce NeuroAI papers in a professional manner.7 ECTSno date this semesterLS20057Nichtlineare Dynamik und komplexe Systeme 2No ratings for this module yet.Focus AreasYou will learn how self-organization and pattern formation in spatially extended, dissipative systems can be described mathematically. The focus areas are reaction–diffusion systems (waves, pulses, spiral waves, Turing structures) and coupled oscillators (Kuramoto transition, complex Ginzburg–Landau equation) as well as the simulation and classification of the resulting patterns.5 ECTSno date this semesterPH2028Optische Spektroskopie von Halbleiter-Nanomaterialien und NanostrukturenNo ratings for this module yet.Focus AreasYou will learn optical spectroscopy as tools for investigating semiconductor nano-materials and nano-structures. In the end you will be able to describe the fundamental spectroscopic methods, classify their physical concepts, and critically discuss results.5 ECTSno date this semesterPH2291Organoid TechnologiesNo ratings for this module yet.Focus AreasYou learn the fundamentals of stem cell biology as well as the structure, generation and applications of organoids. By the end you will be able to distinguish different organoid types, understand experimental methods and data analysis, and assess ethical considerations as well as future research directions.5 ECTSno date this semesterLS40030Photonik und Ultrakurzzeitphysik 2No ratings for this module yet.Focus AreasYou will learn about sources, methods and applications of ultrashort time physics, from ultrashort pulse lasers over high harmonics and attosecond pulses to synchrotrons and free-electron lasers. In the end you will be able to describe fundamental generation and characterization methods of ultrashort light pulses as well as spectroscopic techniques of femto- and attosecond spectroscopy and place current research applications in context.5 ECTSno date this semesterPH2159Physik der GeneNo ratings for this module yet.Focus AreasIn this module you will learn the physical properties of DNA and RNA — from thermodynamics and secondary structure to topology, polyelectrolyte behavior and the physical aspects of replication, transcription and translation. In the end you will be able to apply these concepts to biotechnological, genetic engineering and nanotechnological questions and perform simple calculations on DNA structure and thermodynamics.5 ECTSno date this semesterPH2277Physik der Magnetresonanzbildgebung 2No ratings for this module yet.Focus AreasYou deepen the physical foundations of more complex MRI methods. After the module you will be able to understand signal formation and contrast mechanisms, analyze MR pulse sequences, and explain modern fast imaging techniques as well as methods for measuring micro- and macrovascular flow.5 ECTSno date this semesterPH2271Physikalisch-chemische Grundlagen genetischer InformationsverarbeitungNo ratings for this module yet.Focus AreasYou engage with the physico-chemical foundations of storage, transmission and maintenance of genetic information. In the module you will learn energetic, thermodynamic and kinetic aspects of DNA/RNA as well as the mechanisms that influence topology and torsional stress of DNA. In the end you will be able to transfer these fundamentals to biological processes such as replication, repair and regulation and contextualize experimental findings.5 ECTSno date this semesterPH2154Physikbasiertes Machine LearningNo ratings for this module yet.Focus AreasYou will learn selected methods of machine learning from basic concepts to state of the art. The focus is on classification and regression, clustering and dimensionality reduction, as well as generative models; in the end you will be able to understand the methods, implement them, and apply them to real problems while considering physical boundary conditions and invariances.5 ECTSno date this semesterMW2450Protein Prediction I for BioinformaticiansNo ratings for this module yet.Focus AreasYou receive an introduction to proteins, their structure and function as well as to methods for predicting protein structures (1D/2D/3D). By the end you will be able to evaluate current technical procedures and design prediction methods in groups and implement them down to pseudocode level.8 ECTSno date this semesterIN2221Regulatory Aspects for Medtech ProductsNo ratings for this module yet.Focus AreasYou will learn the regulatory requirements for the approval of medical devices in the EU, in particular the contents and consequences of the Medical Device Regulation (MDR). By the end you will be able to apply regulatory requirements to development processes, classify technical documentation, and evaluate products with regard to functional safety, IT security, and KI-related questions.5 ECTSno date this semesterEI71057Signalverarbeitung mit FPGAs für DetektorenNo ratings for this module yet.Focus AreasIn this module you will learn the structure and operation of FPGAs and how to realize projects for detectors with them. You acquire practical skills in creating FPGA projects and in programming with VHDL. In the end you will be able to independently design simple FPGA designs and implement them in VHDL.5 ECTSno date this semesterPH2101Strahlung und StrahlenschutzNo ratings for this module yet.Focus AreasIn this module you learn the fundamentals of radiation physics and radiation protection: characterization of radiation, its interaction with matter and methods for measuring radiation doses. You will also learn how to design radiation protection equipment and analyze it with deterministic as well as Monte Carlo methods. In the end you will be able to quantify radiation exposure and to design a radiation shield.5 ECTSno date this semesterMW1353Synthetische Biologie 2No ratings for this module yet.Focus Areas5 ECTSno date this semesterPH2235Von Biofluiden zur BionikNo ratings for this module yet.Focus AreasYou learn the physical fundamentals of flows in networks — from biological vascular systems to technical applications such as solar cells. In the end you will be able to explain how flow networks work, what optimization goals and control mechanisms exist, and how self-organization in such networks can occur.5 ECTSno date this semesterPH2311Wissenschaftliches Maschinelles Lernen für IngenieureNo ratings for this module yet.Focus AreasYou learn the basics of machine learning with a focus on supervised learning, kernel methods and neural networks. You understand training procedures such as backpropagation, know different network architectures (RNN, CNN, GAN, Transformer) and fundamental probabilistic methods such as Gaussian Processes and Variational Inference. In the end you can assess which model class fits a concrete problem and build a simple ML workflow.3 ECTSno date this semesterMW2435
23 more modules match, but they are taught in German. Show themGrundlagen des "Machine Learning" für die PhysikNo ratings for this module yet.Focus AreasDu lernst grundlegende Konzepte und Methoden des Machine Learning mit Fokus auf Anwendungen in der Physik. Am Ende kannst du grundlegende Klassifikations- und Regressionsmodelle sowie Ensembleverfahren verstehen, einschätzen und einfache Beispielrechnungen dazu durchführen.5 ECTSruns this semesterNAT3009Individuelles Anerkennungsmodul - Computing - Bildgebende Verfahren (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH200014Individuelles Anerkennungsmodul - Computing - Bildgebende Verfahren (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH200015Individuelles Anerkennungsmodul - Computing - Bildgebende Verfahren (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH200013Individuelles Anerkennungsmodul - Computing - Biosensorik (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH200016Individuelles Anerkennungsmodul - Computing - Biosensorik (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH200018Individuelles Anerkennungsmodul - Computing - Biosensorik (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH200017Individuelles Anerkennungsmodul - Fortgeschrittene Grundlagen - Bildgebende Verfahren (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH20001Individuelles Anerkennungsmodul - Fortgeschrittene Grundlagen - Bildgebende Verfahren (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH20002Individuelles Anerkennungsmodul - Fortgeschrittene Grundlagen - Bildgebende Verfahren (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH20003Individuelles Anerkennungsmodul - Fortgeschrittene Grundlagen - Biosensorik (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH20004Individuelles Anerkennungsmodul - Fortgeschrittene Grundlagen - Biosensorik (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH20006Individuelles Anerkennungsmodul - Fortgeschrittene Grundlagen - Biosensorik (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH20005Individuelles Anerkennungsmodul - Methoden - Bildgebende Verfahren (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH20008Individuelles Anerkennungsmodul - Methoden - Bildgebende Verfahren (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH20009Individuelles Anerkennungsmodul - Methoden - Bildgebende Verfahren (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH20007Individuelles Anerkennungsmodul Fokussierung - Methoden - Biosensorik (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH200010Individuelles Anerkennungsmodul Fokussierung - Methoden - Biosensorik (außerhalb der TUM)No ratings for this module yet.Focus Areasno date this semesterPH200012Individuelles Anerkennungsmodul Fokussierung - Methoden - Biosensorik (außerhalb der TUM)No ratings for this module yet.Focus Areasruns this semesterPH200011Modernes Deep Learning in der PhysikNo ratings for this module yet.Focus Areas5 ECTSno date this semesterNAT3008Neuroengineering Materials and InterfacesNo ratings for this module yet.Focus Areas5 ECTSruns this semesterCIT443041Proteomics - Analytische Grundlagen und biomedizinische AnwendungenNo ratings for this module yet.Focus AreasDu lernst die methodischen Grundlagen der Proteomforschung kennen und wie diese in Grundlagenforschung, medizinischer Forschung und Wirkstoffentwicklung angewendet werden. Am Ende kannst du die Prinzipien von Proteintrenntechniken, Isotopenmarkierung und verschiedenen Massenspektrometrie-Verfahren beschreiben und einschätzen, wie man diese Methoden je nach Fragestellung sinnvoll kombiniert.3 ECTSruns this semesterWZ2170Quantitative Röntgenbildgebung - von Bildern zu material-spezifischen DatenNo ratings for this module yet.Focus AreasIn diesem Modul lernst du Methoden der quantitativen Röntgenbildgebung kennen — sowohl im Absorptions- als auch im Phasenkontrastkanal. Am Ende kannst du verschiedene Bildgebungsverfahren und ihre gemessenen Signale charakterisieren sowie geeignete Ansätze zur Gewinnung materialspezifischer Bilder für gegebene Messsysteme auswählen und deren Grenzen einschätzen.5 ECTSruns this semesterNAT3026