Jonathan Tan

Jonathan Tan

Management Intern

Followers of Jonathan Tan478 followers
location of Jonathan TanSingapore

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  • Timeline

  • About me

    Algorithm Engineer @ TikTok | MS Data Science @ NUS

  • Education

    • National University of Singapore

      2022 - 2023
      Master of Science - MS Data Science & Machine Learning 4.61 / 5.0

      Principles of Machine Learning, Data Mining Algorithms, Databases, Natural Language Processing, Computer Vision, Cloud Computing

    • National University of Singapore

      2019 - 2022
      Bachelor of Engineering - BE Mechanical Engineering Honours (Highest Distinction)

      Engineering Scholars (E-Scholars) ProgrammeSpecialisation in Robotics - Final Year Project on Multi-class Multi-object Tracking

    • Raffles Institution

      2011 - 2016
      GCE A-Level Integrated Programme 7 Distinctions

      Activities and Societies: Chairperson Raffles Voices, Raffles Chorale

    • NUS Overseas Colleges

      2021 - 2021
      Entrepreneurship/Entrepreneurial Studies

      January 2021 Intake for NOC Shenzhen, China

  • Experience

    • JTC Corporation

      Feb 2019 - May 2019
      Management Intern

      • Corresponded with contractors and suppliers for the maintenance operations of Jurong Rock Caverns• Surveyed the feasibility of a industrial waste treatment facility on Jurong Island using transponder data• Streamlined data management protocols for JTC customer engagement reports

    • Seeed Studio

      Jan 2021 - Jul 2021
      Technical Writer

      • Developed 6 TinyML & IoT projects, increasing customer engagement• Produced over 79 articles for the Seeed Studio blog, improving SEO traffic and sales• Completed as part of NUS Overseas Colleges (NOC) Shenzhen

    • A*STAR - Agency for Science, Technology and Research

      May 2022 - Jul 2022
      Machine Learning Research Intern

      [A*STAR Research Internship Award] Robot Active Learning with Human-in-the-loop Reinforcement Learning• Researched Human-in-the-loop Reinforcement Learning (HRL) & Imitation Learning techniques• Designed & implemented sample-efficient HRL methodologies in PyTorch• Built a human-in-the-loop interface for reinforcement learning with PySimpleGUI

    • Shopee

      Aug 2022 - Dec 2022
      Data Analytics Intern

      • Optimised paid ads promotions to improve ads revenue uplift by 32% & program ROI by 13%• Built dashboards & automation pipelines with SQL, Python (Pandas) & Excel• Conducted root-cause analysis on business metrics to inform business strategy

    • TikTok

      Jan 2023 - May 2023
      Data Science Intern

      • Established a weak-supervision workflow to train machine learning models with limited labelled data• Conducted text clustering and topic modelling with BERTopic to decipher user and content patterns• Worked with stakeholders to support ad-hoc data analytics for minimising platform content risk

    • DSTA

      Jun 2023 - Sept 2024
      Machine Learning Engineer

      • Designed & delivered a reinforcement learning (RL) product enabling no-code RL training & evaluation workflows• Implemented RL algorithms and custom PyTorch model components for effective multi-agent RL• Developed end-to-end retrieval augmented generation (RAG) solutions for LLM applications, includingmultimodal PDF extraction, retrieval / reranking and document management / data annotation workflows

    • TikTok

      Sept 2024 - now
      Algorithm Engineer
  • Licenses & Certifications

  • Honors & Awards

    • Awarded to Jonathan Tan
      Dean’s List (Semester 2, AY21/22) National University of Singapore Jun 2022 Awarded to the top 5 - 10% of each cohort for outstanding academic achievement.
    • Awarded to Jonathan Tan
      Dean’s List (Semester 1, AY21/22) National University of Singapore Dec 2021 Awarded to the top 5 - 10% of each cohort for outstanding academic achievement.
  • Volunteer Experience

    • President

      Issued by Raffles Singers on Jul 2019
      Raffles SingersAssociated with Jonathan Tan
    • Mindfulness Academic Coach

      Issued by Brahm Centre Ltd on Jul 2021
      Brahm Centre LtdAssociated with Jonathan Tan