Kento Shintani

Kento Shintani

Followers of Kento Shintani460 followers
location of Kento ShintaniTokyo, Tokyo, Japan

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  • Timeline

  • About me

    Data Scientist / SIGNATE Expert 🥇1 🥈1

  • Education

    • Cardiff University / Prifysgol Caerdydd

      2014 - 2015
      Finance
    • Chuo University

      2012 - 2017
      Policy Study
  • Experience

    • 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
    • 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

    • Accenture

      Jan 2021 - Mar 2021
      Data Scientist
  • Licenses & Certifications

    • Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization

      Deeplearning.ai
      Nov 2020
      View certificate certificate
    • Neural Networks and Deep Learning

      Deeplearning.ai
      Jan 2019
      View certificate certificate
    • Machine Learning

      Stanford University
      Nov 2017
      View certificate certificate
  • Honors & Awards

    • Awarded to Kento Shintani
      Winner - SAS Analytics Hackathon SAS Jun 2019 With two of my colleagues, we won the analytics hackathon which was held by SASon June 8th to 9 and have got invited to the next event at Milan Italy. The detail description of the event is here: https://www.sas.com/ja_jp/events/19/the-analytics-hackathon.html
    • Awarded to Kento Shintani
      Torch BearerーTCS Innovista TCS Jan 2019 Nominated as "Torch Bearer" during TCS Innovista Event for honouring our successful project on AI optimization to FGD(Flue Gas Desulphurization).