Cawin Chan

Experience

• 

  Singapore Armed Forces (SAF)

  Jan 2017 - Nov 2018

  Very Small Aperture Terminal (VSAT) Technician (NS)

  • Worked with the Battalion 2nd Commanding Officer to redesign and automate network switch configurations for a military satellite vehicle to enable fast uplink and communications.• Streamlined VSAT operational processes by abstracting complexities like encryptor configurations from users, reducing the learning curve for the unit’s NSmen (Reservist) and achieving an 81% (40% increase) of overall satisfaction among clientele.• Awarded Best Soldier in HQ Guards Unit by COL Chief Guards Officer Show less

• 

  ShopBack

  Nov 2018 - May 2019

  Data Analyst Intern

  • Launched a data-capturing project tracking click events of mobile and web users. Designed, developed and maintained a unified event tracking schema. Utilised Redshift and Presto to perform user segmentation and funnel analysis through click analysis, enhancing user retention rates.• Worked with the Regional Head of Communications in preparation of the “Year In Review 2018” report. Found the significance of a mobile-first strategy through analysing the volume of traffic, average basket size and frequency. Show less

• 

  Towards Data Science

  Jan 2020 - Dec 2021

  Freelance Technical Writer
• 

  Data Driven Investor

  Feb 2020 - Dec 2021

  Freelance Techical Writer
• 

  Bosch

  Jun 2020 - Dec 2021

  • Partnered with Senior Data Scientist to create an Advanced Fire Detection Model (Patent Pending) for the multiple Raspberry Pi nodes. • Researched and implemented fire detector model architecture to produce 90% accuracy, increased prediction speed from 1000ms to 90ms with +-1% loss and converted model from 4MB to TF lite 1MB and loaded model to Raspberry pi.• Published "Installing TensorFlow 2.3.0 for Raspberry Pi3+/4 (Debian Buster)" on Medium|ITNEXT reached over 7k views.• Designed error analysis plots as a prediction evaluation metric for long sequences of classifications.• Researched and implemented feature importance and model compression techniques (Post-quantization and pruning) Show less

  • Machine Learning Engineer for Embedded Systems Intern

    Jul 2021 - Dec 2021

  • Machine Learning Engineer for Embedded Systems Intern

    Jun 2020 - Dec 2021
• 

  Panasonic

  May 2021 - Jul 2021

  Computer Vision and Deep Learning Intern

  Thermal CCTV Body Temperature Monitoring for COVID Project.Collaborated with a senior data scientist to develop a face detection and temperature detection system which alerts users that have a fever.

• 

  Axomem.io

  Dec 2022 - now

  • Spearheaded as Technical Lead for AI development on advanced temporal predictions, delivering a model that surpassed established benchmarks in accuracy and efficiency. • Facilitated stakeholder communication by bridging complex technical information, enhancing decision-making, and project collaboration on explainable AI.• Pioneered the automation and enhancement of DevOps workflows by combining Terraform and Jenkins for robust Infrastructure As Code (IAC) testing.

  • AI Platform Engineering Lead

    Dec 2024 - now

  • Machine Learning Engineer

    Dec 2022 - Dec 2024