Kento Shintani

Experience

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  Tata Consultancy Services

  Apr 2017 - Nov 2020

  【 Nov 2019 ~ July 2020 】▪️AI optimization project for Boiler(Thermal Power Plant) for the world-top largest energy company▪️Responsible for Descriptive Analytics, Predictive Analytics(Machine Learning Modeling), and Cost Optimization, as well as Weekly Presentation to Client's Technical/Management Team【 June 2019 】▪️Won the first place out of 19 shortlisted teams in analytics hackathon at SAS Japan by working with two of my colleagues to develop a model for detecting an anomaly operation in a motor. 【 Jan 2019 】▪️Nominated as "Torch Bearer" during TCS Innovista Event for honouring our successful project on AI optimization to FGD(Flue Gas Desulphurization)【 July 2018 ~ May 2019 】▪️AI optimization project for GTCC(Gas Turbine Combined Cycle) for one of the largest energy companies in Japan▪️Responsible for preprocessing, descriptive analytics, and prescriptive analytics(simple optimization) during the project【 December 2017 ~ September on 2018 】▪️AI optimization project for FGD (Flue Gas Desulfurization) for one of the largest energy companies in Japan▪️Responsible for some basic descriptive and predictive analytics for the KPIs Show less

  • Data Scientist

    Dec 2017 - Nov 2020

  • Trainee

    Apr 2017 - Dec 2017
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  フリーランス

  Nov 2020 - Dec 2020

  Freelance AI Engineer

  【 Deliver an auto-assessment system for an educational startup company 】▪️Develop & Implement a set of models that completely automate a manual process of assessing and evaluating examinations by performing the following main duties:1. Apply ''Easy Data Augumentation'' (EDA*) technique for increasing the training samples(100→500) to overcome a cold start problem.2. Develop and fine-turn ''Bidirectional Encoder Representations from Transformers'' (BERT*) to achieve 95% accuracy (F1 Score in 5-fold cross validation).3. Wrap up models with RESTful-API as a gateway to their web-server on Heroku environment (by using Flask).*EDA: https://arxiv.org/abs/1901.11196*BERT: https://arxiv.org/abs/1810.04805 Show less

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  Accenture

  Jan 2021 - Mar 2021

  Data Scientist