Denny Hsu Email & Phone Number

Düsseldorf, North Rhine-Westphalia, Germany

• Development of ML compiler framework
• Model optimization to speedup the runtime by developing quantization algorithms

Wuppertal, North Rhine-Westphalia, Germany

• Master thesis title - "Hardware-Aware Partially-Connected Differential Architecture Search for Embedded Systems"- Applied for AI model optimization on the specific hardware platform
• Case 1: Evaluated on Open Sources Dataset and on Two Different Hardware Platforms- Resulted in 8x faster latency (from 22209.71ms to 2786.85ms) on Raspberry Pi 4 and improving 0.87% Top-1 accuracy (from 92.27% to.
• Case 2: Adopted on Aptiv‘s Automotive Compute PlatformIntegrated ES-DARTS algorithm into Aptiv’s proprietaries resulting speed-up of 1.6x faster compared to the baseline with a comparable performance

Wuppertal, North Rhine-Westphalia, Germany

• Assisted to develop next generation embedded software and infrastructure for AI focused perception systems in autonomous driving
• Developed the prototype in Pytorch that can be deployed in AI accelerators
• Built Python scripts for ONNX models that are deployed in edge devices
• Researched in state-of-the-art AI papers in Hardware-Aware Neural Architecture Search(HW-NAS) and presented to supervisors

Baden-Württemberg, Deutschland

• Worked with cross-functional teams:
• Worked with cross-functional teams in different regions to support the highly automated parking function of Volkswagen’s project in a new validation method, Software-in-the-Loop (SiL), and optimized the process.
• Deployed simulated software tool from ADTF and CarMaker via breakpoints on VS Code to validate CAN Signals and functions as well as analyzed traces on ASAMMDF and CarMakerOptimized the process:
• Enhanced and implemented functions for automatic adjustment of CAN-Signals in C-Code to reduce the process from 10 sec to 0 sec on each parking function compared to the manual settingContinuous testing:
• Developed Unit Testing and Software Testing with Google Test for nightly build-in Jenkins CI/CD to monitor highly automated parking functions efficientlyEstablished SOP:
• Documented the guidelines of SiL for cross-functional teams and freshers on Bosch DocupediaExperienced with version control system:

Master Of Science - Ms, Electrical Engineering And Information Technology

Courses: • Basic of Robotics • Controller Design for Multivariable Systems in State Space • Digital Control of Mechatronic Systems •.

Bachelor Of Science - Bs, Energy & Refrigerating Air-Conditioning Engineering

Focus on Electromechanical Integration