Dr. rer. nat. Hamza Aziz Ahmad Gardi

Dr. rer. nat. Hamza Aziz Ahmad Gardi

  • Hertzstraße 16
    Geb. 06.35
    76187 Karlsruhe

Vorlesungen
Titel Typ Semester Ort
Praktisches Machine Learning Vorlesung Sommersemester

Hybrid:

- Präsenzteilnahme: Seminarraum 120.1, Geb. 06.35

- Online-Teilnahme: Live-Stream über Zoom.
Quantum Machine Learning Vorlesung Wintersemester

Hybrid:

- Präsenzteilnahme: Seminarraum 120.1, Geb. 06.35

- Online-Teilnahme: Live-Stream über Zoom.
Zu vergebende Arbeiten
Titel Typ Forschungsthema
Zero-Shot Learning for Object Detection MA Machine Learning, Deep Learning, Computer Vision & Image Processing
Exploring the Power and Potential of Grover's Algorithm in Quantum Computing MA Quantum Computing, Implementation of quantum algorithms, Comparison of algorithms
Neural Ghost Imaging: Implicit Representations MA Ghost Imaging & Compressed Sensing, Implicit Neural Representations (INR), Physics-Informed Reconstruction, Quantum Optics (Two-Mode Squeezed Vacuum), Covariance-based learning
Physics-Informed Neural Receivers for Quantum Illumination MA Quantum Machine Learning & Sensing, Physics-Informed Deep Learning, Signal Detection in low SNR regimes, Synthetic Data Generation from physical models, Covariance-based feature extraction
Safe Reinforcement Learning for Autonomous Quantum Calibration MA Safe Reinforcement Learning, Quantum Control (OPO Stabilization), Sim-to-Real Transfer strategies, Hybrid Control Systems, Robotics and Autonomous Calibration
Adapting Foundation Models (SAM) for Quantum Microscopy MA Foundation Models/Generative AI, Parameter-Efficient Fine-Tuning (PEFT), Quantum Phase Microscopy, Zero-Shot and Few-Shot Learning, Domain Adaptation (Natural to Physics images)
Semantic Segmentation at the Shot-Noise Limit MA Computational Photography/Low-Light Vision, Quantum Imaging (Squeezed Light statistics), Semantic Segmentation & Edge Detection, Noise-aware Deep Learning, Synthetic Microscopy Data Generation
Closed-Loop Data Synthesis for Long-Tail Detection MA Generative AI for Computer Vision, Long-Tail Object Detection, Closed-Loop/Feedback-driven Learning (CNNs), Synthetic Data Generation, Uncertainty Estimation
Unveiling the Power and Peril of Shor's Algorithm in Quantum Computing MA Quantum Computing, Implementation of quantum algorithms, Comparison of algorithms

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