Sean Gupta

Lead ML Engineer

Singapore, Singapore6 yrs experience
AI EnabledAI ML Practitioner

Key Highlights

  • 5+ years in data science and quantitative research
  • Expert in machine learning for financial markets
  • Applied data science in healthcare and legal sectors
Stackforce AI infers this person is a Fintech expert specializing in quantitative research and machine learning applications.

Contact

Skills

Core Skills

TradingQuantitative ResearchMachine LearningConsultingData ScienceResearchEducationMathematicsProject Management

Other Skills

Amazon Web Services (AWS)Artificial Intelligence (AI)Big DataCryptoCryptocurrencyData AnalysisDeep LearningDigital AssetsGitInternational ExperienceLinuxMapleMatlabMicrosoft ExcelNatural Language Processing (NLP)

About

With 5+ years of experience in data science and quantitative research, I specialise in leveraging machine learning and quantitative techniques to drive innovation and profitability in financial markets. I have led the development and implementation of advanced trading strategies in delta one crypto markets, focusing on market microstructure and predictive models. My strong foundation in mathematics and machine learning is supported by postgraduate degrees from UCL and Cambridge. Beyond finance, I have successfully applied my data science expertise to the healthcare and legal sectors. I am passionate about continuous learning and thrive in collaborative environments. I am eager to adopt new technologies and methodologies to deliver cutting-edge solutions.

Experience

Blocktech

Quantitative Developer

Jul 2024Present · 1 yr 8 mos · Singapore · On-site

  • Researching and developing high frequency delta 1 crypto trading strategies
  • Scaling trading systems to enable expansion into multiple exchanges and markets
TradingLinuxCryptoBig DataCryptocurrencySQL+6

Analytico trading

2 roles

Senior Quantitative Researcher

Promoted

Mar 2023Oct 2023 · 7 mos · Remote

  • Drove profitability for an algorithmic crypto market maker (Spot / Futures, top-10 on Binance by volume)
  • Mentored colleagues in implementing and monitoring machine learning algorithms
  • Guided development team in productionising machine learning models
  • Led research into reinforcement-learning based trading
TradingAmazon Web Services (AWS)Deep LearningLinuxArtificial Intelligence (AI)Machine Learning+10

Quantitative Researcher

Aug 2021Mar 2023 · 1 yr 7 mos · Remote

  • Introduced first-ever application of machine learning into the business; researched and productionised ML pricing models in Python in an AWS environment; high predictive accuracy allowed for novel trading strategies
  • Developed new trading strategies based on market microstructure
  • Collaborated cross-functionally with development, data engineering and operations teams
TradingAmazon Web Services (AWS)Deep LearningLinuxArtificial Intelligence (AI)Machine Learning+10

Chambers and partners

Data Scientist

Mar 2021Aug 2021 · 5 mos · London, England, United Kingdom

  • Worked directly with C-Suite of private equity backed legal research firm
  • Segmented customers to evolve product offering and deliver targeted marketing campaigns
  • Improved pricing strategy to drive revenue growth across all product categories
ConsultingArtificial Intelligence (AI)Machine LearningSoftware DevelopmentPricing AnalysisStatistical Modeling+2

Sensyne health

Data Scientist

Jun 2020Feb 2021 · 8 mos · London, England, United Kingdom

  • Worked in large commercial research project at clinical AI company, using Python
  • Applied and researched data-driven methods to answer clinical questions about real-world NHS data from electronic healthcare records (EHRs)
  • Implemented predictive analytics via supervised and unsupervised learning including robustness analysis and whitebox models to interpret complex results
  • Implemented statistical methodologies including survival and enrichment analysis
  • Interviewed and conducted technical tests for potential new employees
StatisticsDeep LearningLinuxArtificial Intelligence (AI)Machine LearningBig Data+4

The london school of economics and political science (lse)

Research Assistant

Oct 2019Jun 2020 · 8 mos · London, United Kingdom

  • Analysed domestic abuse and criminal record databases to predict future recidivism in domestic abuse cases (predictive policing) using random forests, boosted models and logistic regression in R
  • Predicted knife crime hotspots in London from spatial and criminological data
  • Cleaned and pre-processed data
  • Developed efficient algorithms to generate criminal history information from raw data
  • Assessed predictor importance and robustness of results in highly imbalanced dataset
RStatisticsArtificial Intelligence (AI)Machine LearningResearchBig Data+3

Hangzhou dongfang high school

Mathematics Teacher

Dec 2016Jun 2018 · 1 yr 6 mos · Hangzhou, Zhejiang, China

  • Taught mathematics in years 11-12 of an international high school according to the QCE mathematics curriculum of Queensland, Australia
EducationMathematicsInternational Experience

Detecon international gmbh

Consulting Intern

Aug 2016Oct 2016 · 2 mos · Cologne · On-site

  • Implemented data warehouse / BI solution in a large ecommerce company including data definition & validation
ConsultingSQLProject ManagementSoftware Development

Education

UCL

Master of Science - MSc — Machine Learning

Jan 2018Jan 2019

University of Cambridge

Master of Advanced Study — Mathematics

Jan 2015Jan 2016

Imperial College London

Bachelor of Science (BSc) — Mathematics

Jan 2012Jan 2015

Nanjing University

Study China Summer Programme

Jan 2014Jan 2014

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