Takami SATO
Ph.D. student in Donald Bren School of Information and Computer Sciences
@ University of California, Irvine, under the supervision of Qi Alfred Chen
Kaggle Master
Research interests: System Security, Machine Learning Security, Optimization, Data Mining
mail, github, Linkedin, Twitter, Kaggle, SlideShare, CV
Poster
- [NDSS 2020] Security of Deep Learning based Lane Keeping Assistance System under Physical-World Adversarial Attack [abstract][demo]
Takami Sato, Junjie Shen, Ningfei Wang, Yunhan Jack Jia, Xue Lin, Qi Alfred Chen,
Best Technical Poster Award
Graduation Theses
- A Comments Summarization System for News site, Master Thesis, 2013
- An Efficient Method for Semidefinite Programming Via Using Sparse Stracture, Graduation Thesis, 2011
Slides
- Overview of tree algorithms from decision tree to xgboost
- High performance python computing for data science
- Tutorials of Mathematical Optimization [JAPANESE]
Videos
- [English sub] Kaggle Tutorial on Porto Seguro's Comp. Part. 1 (Intro. to GCP registration)
Awards
- Baidu AutoDriving CTF, 1st a.k.a asguard, 2020
- HackerOne, my vulnerability disclosure is approved by a automotive company (confidential), 2020
- Kaggle, Tweet Sentiment Extraction, 5th, 2020
- Kaggle, Santa's Workshop Tour 2019, 23th (reached optimal), 2019
- Kaggle, TalkingData AdTracking Fraud Detection Challenge, 11th, 2018
- Kaggle Master, 2017
- Kaggle, Instacart Market Basket Analysis, 15th, 2017
- Kaggle, Quora Question Pairs, 17th, 2017
- Kaggle, Bosch Production Line Performance, 15th, 2016
- Repayment Exemption of Student Loan (about $25,000) for Students with Excellent Grades - Japan Student Services Organization, 2013
- "The Data Analysis Competition 2013” Student Division 2nd Prize, 2013
Projects
- Kaggler-ja: Kaggler user community in Japan. More than 8,200 members
Industry Experience
- July 2017 - Aug. 2018: Machine Learning Engineer, Freelance
- Sep. 2016 - June 2017: Machine Learning Engineer, Recruit Communications Co., Ltd.
- April 2013 - June 2016: Data Scientist/Software Engineer, BrainPad Inc.
Education
- Sept. 2019: Ph.D. in Computer Science - University of California, Irvine (Supervisor: Prof. Qi Alfred Chen)
- Sept. 2018: Master of Science in Computer Science - University of California, Irvine (Supervisor: Prof. Qi Alfred Chen)
- March 2013: MEng of Industrial Engineering and Management - Tokyo Institute of Technology (Supervisor: Prof. Kazuhide Nakata)
- March 2011: BEng of Industrial Engineering and Management - Tokyo Institute of Technology (Supervisor: Prof. Kazuhide Nakata)