Research Projects
March 2013 - July 2018
Giesecke+Devrient
Cost Competence Center: Research
Developed a high quality, cost-efficient banknote processing machine combined with easy handling features; fit for commercial banks, cash-in-transit companies, and casinos that want to redesign their cash processing activities to make them much more efficient, secure, and flexible. The BPS C2 won the German Design Award 2018 for excellent product design and unparalleled user-friendliness.
Jan 2019 - Sep 2019
University of Southern California
Marshall School of Buisness

Worked with 4 different professors within the same department on their projects.

  • Building extensive ML / analytical services through various approaches with F2E, Data Scientists, Data Infrastructure team
  • Developed and deployed an optimized deep learning convolutional neural network (CNN) algorithm, to enable text and object detections in the Image. Trained a model on over 80,000 images to provide an accuracy of 92%.
  • Designed and updated up to 3 websites using HTML5, CSS3, AngularJS, and JavaScript keeping data integration through FileZilla FTP. Integrated AI bot for detecting images and objects with 80% accuracy for uploaded contents on site