Shen Tian
Camperdown,NSW
Summary
Hardworking, but creative problem solver with integrated knowledge in domain of finance, data science, law, and strong organizational skills. Ready to solve contemporary law and business problem in a data-driven manner and help team achieve collective goals. Dedicated business and data science professions with history of meeting company goals utilizing consistent and organized practices. Skilled in working under pressure and adapting to new situations to best enhance the organizational value.
Overview
3
3
years of professional experience
Work History
Computer Vision in Forensic Study
Metasense
Sydney, Australia
08.2022 - 01.2023
- Collect, cleaning skin illness image data in Australia, and pre-processing data with Gaussian filter, Gabor Filter, and data augmentation, provided a comprehensive texture analysis
- According to the company's core value, employ the deep learning solution including VIT, Faster-RCNN, Efficient Net model in task of skin lesion and eyes damage image classification, and achieve main objective by acquiring accuracy rate above 95%.
- Improve generality of computer vision solution in image pre-processing and skin damage analysis, support further forensic study and evidence discovery in Australia judicial process.
Deep Learning in Judicial Decision
USYD
Sydney, Australia
03.2022 - 06.2022
- Collect, cleaning and processing judicial data(mitigating and aggravating factor) during sentencing process in Australia, produced a high quality database for automatic sentencing and behavioral analysis in local court.
- Train novel deep learning model including tabular transformer, tab Net considering decision-making process in Common Law system.
- Fine tuning the deep learning model and predict the behavioral bias in sentencing with categorised label. Improve 6% accuracy from general machine learning model.
Compliance Analyst
Blackstone
Hong Kong, China
01.2021 - 02.2021
- Prepare for the IPO of Xu Hang Internet Technology Ltd, collect the fundamental information and regulatory material in IPO, produced a comprehensive credit and compliance analysis.
- Anticipate the IPO firm equity restructure and design the offshore IPO structure, which include the designation of constructing BVI and Cayman SPV, and study the operation of registration of overseas remittance document.
- Draft the firm's business proposal and analyze equity performance in primary and secondary market and be awarded by referral letter
Credit Analyst
China Merchants Securities Co
Beijing, China
11.2019 - 12.2019
- Collect ABS bond rating data in the secondary market , cleaning database in excel, complete the process of preliminary research and time series analysis of bond return performance by employing calculated profitability ratios, growth ratios, leverage ratios.
- Drafted the declaration documents of different types of bonds, assisted the project leader to carry out credit and compliance investigation and completed corresponding part in due diligence report.
Education
Juris Doctor - School of Law
USYD
Master of Data Science - School of Computer Science
USYD
Master of Commerce - Finance& Business Analytic
School of Business
Bachelor of Art - Economics& Communication
University of Colorado Denver
Skills
- Advance Machine Learning
- Deep Learning in computer vision
- Nature Language Processing
- Credit& Compliance Analysis
- Python, MS Office, R, Stata, Python
- Fluent in English, Madeiran, Spanish
- CFA level II candidate (Top10%)
- Quantitative Time Series Analysis
Affiliations
Sports Person
Languages
English
Professional
Spanish
Elementary
Timeline
Computer Vision in Forensic Study
Metasense
08.2022 - 01.2023
Deep Learning in Judicial Decision
USYD
03.2022 - 06.2022
Compliance Analyst
Blackstone
01.2021 - 02.2021
Credit Analyst
China Merchants Securities Co
11.2019 - 12.2019
Juris Doctor - School of Law
USYD
Master of Data Science - School of Computer Science
USYD
Master of Commerce - Finance& Business Analytic
School of Business
Bachelor of Art - Economics& Communication
University of Colorado Denver
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