| Senior Data Scientist @ Lyft |
02/16 - present |
| I supported the development, launch, and iteration of Lyft Schedules Rides, Shared Saver, Walking, and Delivery. |
| STEM Academic Advisor @ SURF, UC Berkeley |
01/15 - 08/15 |
| I advised 60+ students for the Summer Undergraduate Research Fellowship (SURF). Advising students included mentoring them through writing a research proposal and giving them feedback throughout the summer. I coached 40 students to give a talk on their research to a general audience for the capstone research conference for the program. For most students, it was their first talk in a formal setting. I re-designed the application on WizeHive to be more efficient and accessible. |
| Founder @ Nimble Radiotherapy |
06/14 - 07/15 |
| I founded a startup company, Nimble, to develop a web-based software planning tool for radiation oncologists. Our goal was to make the planning workflow more efficient and by utilizing historical data to improve treatment quality for current patients. I did product development, full stack web development, user interface design, and market validation. |
| Post-doctoral Researcher @ Dept. Radiation Oncology, UCSF |
01/13 - 06/14 |
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I helped develop a Philips prototype system for prostate, permanent-seed implant brachytherapy. The system incorporated real-time ultrasound, deformable image registration algorithms and an electromagnetic needle tracking system. I performed benchmark testing for the system in gelatin phantoms and gave feedback on the user interface design.
I also developed and tested an end-to-end workflow for building custom brachytherapy applicators. This worked required combining patient scans and user input into a 3D model of an applicator, sourcing the 3D printing, validating the printed applicator, cleaning it, and streamlining the workflow to be clinically viable.
I recruited and mentored several undergraduate student researchers from UC Berkeley, including two that published journal articles (see Nattagh et al, 2013 and Cunha et al, 2015). |
| Graduate Student Researcher @ UC Berkeley |
08/12 - 12/12 |
| I developed algorithms based on linear and integer programs that computed needle configurations and dose distributions for high dose rate brachytherapy. I designed the linear and integer programming models, analyzed their properties when appropriate, and tested them on data taken from patients previously treated at UCSF. To support this work, I also developed a Matlab toolbox for loading patient data sets, inputting parameters, and testing new planning algorithms on batches of data. In one study, I integrated these planning algorithms on the Acubot-RND, a needle insertion robot developed at Johns Hopkins University, to determine the feasibility of automating the needle insertion process of brachytherapy. This study won the Best Application Paper Award at the Conference for Automation Science and Engineering in 2012. |
| Graduate Student Instructor @ UC Berkeley |
08/06 - 05/11 |
| During various semesters, I was the head TA, discussion leader, lab instructor, and assignment writer for E7, an introductory programming course for engineers. Each semester, E7 has approximately 400 students, making it the largest course in the College of Engineering at UC Berkeley. In addition to my regular responsibilities as a TA, I contributed an automatic grading system, which reduced 40 grading hours per week to as little as 1 hour per week, and a semester project, which won me the Teaching Effectiveness Award in 2008. The Teaching Effectiveness Award is given to approximately 10 of the 1000 TA's each semester, and I was the first TA in the Civil Engineering department to ever win this award. My teaching experience culminated in a Matlab textbook , which is used at UC Berkeley, Brown University, San Diego State University, and Carnegie Mellon University.
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Rajni Sethi, Adam Cunha, Katherine Mellis, Timmy Siauw, Chris Diederich, Jean Pouliot, I-Chow Hsu. "Clinical applications of custom-made vaginal cylinders constructed using three-dimensional printing technology." Journal of Contemporary Brachytherapy 8, no. 1 (2016): 210-216. |
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J. Adam M. Cunha, Katherine Mellis, Rajni Sethi, Timmy Siauw, Atchar Sudhyadhom, Animesh Garg, Ken Goldberg, I-Chow Hsu, and Jean Pouliot. "Evaluation of PC-ISO for Customized, 3D Printed, Gynecologic 192-Ir HDR Brachytherapy Applicators." Journal of Applied Clinical Medical Physics 16, no. 1 (2015). |
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Kashayar Nattagh, Timmy Siauw, Jean Pouliot, I-Chow Hsu, and J. Adam Cunha. "A training phantom for ultrasound-guided needle insertion and suturing." Brachytherapy 13, no. 4 (2014): 413-419. |
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Animesh Garg, Sachin Patil, Timmy Siauw, J. Adam M. Cunha, I-Chow Hsu, Pieter Abbeel, Jean Pouliot, and Ken Goldberg. "An algorithm for computing customized 3D printed implants with curvature constrained channels for enhancing intracavitary brachytherapy radiation delivery." In Automation Science and Engineering (CASE), 2013 IEEE International Conference on, pp. 466-473. IEEE, 2013. |
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Animesh Garg, Timmy Siauw, Dmitry Berenson, J. Adam M. Cunha, I-Chow Hsu, Jean Pouliot, Dan Stoianovici, and Ken Goldberg. "Robot-guided open-loop insertion of skew-line needle arrangements for high dose rate brachytherapy." Automation Science and Engineering, IEEE Transactions on 10, no. 4 (2013): 948-956. |
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Integer Programs for High Dose Rate Brachytherapy Needle and Dose Planning that Directly Optimize Clinical Objectives (dissertation) |
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Animesh Garg, Timmy Siauw, Dmitry Berenson, Adam Cunha, I-Chow Hsu, Jean Pouliot, Dan Stoianovici, and Ken Goldberg. "Initial experiments toward automated robotic implantation of skew-line needle arrangements for HDR brachytherapy." In Automation Science and Engineering (CASE), 2012 IEEE International Conference on, pp. 26-33. IEEE, 2012. |
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Timmy Siauw, Adam Cunha, Dmitry Berenson, Alper Atamtürk, I-Chow Hsu, Ken Goldberg, and Jean Pouliot. "NPIP: A skew line needle configuration optimization system for HDR brachytherapy." Medical physics 39, no. 7 (2012): 4339-4346. |
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Timmy Siauw, Adam Cunha, Alper Atamtürk, I-Chow Hsu, Jean Pouliot, and Ken Goldberg. "IPIP: A new approach to inverse planning for HDR brachytherapy by directly optimizing dosimetric indices." Medical Physics 38, no. 7 (2011): 4045-4051. |
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