Experience

NUS Computing

• Singapore
• Higher Education
• 1 - 100 Employee

• Teaching Assistant

  • Aug 2022 - Present



foodpanda

• Singapore
• Internet Marketplace Platforms
• 700 & Above Employee

• Data Analyst Intern, Sales Operations (APAC)

  • Dec 2022 - Jun 2023

  • Led transformative sales automation projects in close collaboration with Salesforce product managers and local sales operations teams, resulting in streamlined processes and substantial annual cost savings of over $500,000 • Initiated a cost-efficient data governance committee, tailoring external data procurement to meet exact internal stakeholder requirements, resulting in an annual $32,000 saving • Utilized dbt extensively within framework of a large monolithic repository to… Show more • Led transformative sales automation projects in close collaboration with Salesforce product managers and local sales operations teams, resulting in streamlined processes and substantial annual cost savings of over $500,000 • Initiated a cost-efficient data governance committee, tailoring external data procurement to meet exact internal stakeholder requirements, resulting in an annual $32,000 saving • Utilized dbt extensively within framework of a large monolithic repository to architect, develop, and rigorously test data transformation tables for sales data analysis and monitoring of OKRs • Developed Tableau dashboards for business monitoring and analysis, presented analysis and recommendations to key stakeholders Show less



Amaris.AI Pte Ltd

• Singapore
• IT Services and IT Consulting
• 1 - 100 Employee

• Applied Artificial Intelligence Intern

  • May 2022 - Jul 2022

  • Created a sense-making AI proof of concept within a rapid 4-week timeframe, enabling accurate identification of real-world events influencing gold price trend reversals at a 99% accuracy rate • Conducted Natural Language Processing (NLP) for Question Answering and Topic Modelling on financial news reports. Employed transformers, dimensionality reduction, and clustering, alongside web scraping for data acquisition • Presented findings to senior management monthly using quantitative… Show more • Created a sense-making AI proof of concept within a rapid 4-week timeframe, enabling accurate identification of real-world events influencing gold price trend reversals at a 99% accuracy rate • Conducted Natural Language Processing (NLP) for Question Answering and Topic Modelling on financial news reports. Employed transformers, dimensionality reduction, and clustering, alongside web scraping for data acquisition • Presented findings to senior management monthly using quantitative metrics and creative visuals, communicated complex AI techniques using non-technical language • Innovated in the creation of pitch decks for the company's AI products. Collaborated with four cross-functional teams to tailor pitch content, ensuring alignment with diverse client use cases and enhancing overall business value Libraries used: • Beautiful Soup • BERTopic • Newspaper3k • NLTK • Numpy • Pandas • Plotly • Scikit-learn • Scipy • Streamlit • Transformers (PyTorch) • Yfinance Show less



Singapore Army

• Singapore
• Armed Forces
• 700 & Above Employee

• Officer, Singapore Guards

  • Jan 2019 - Nov 2020

  1. Basic Military Training • Performed top 10% out of 4000 recruits in Basic Military Training, selected for Officer Cadet School (OCS) 2. Officer Cadet School • Led peers as Cadet Platoon Commander and received formal commendation (Positive Observation Report) • Ranked top 20% out of 100 cadets, resulting in posting to elite Guards unit 3. Active Unit, Singapore Guards • Led platoon of 30 soldiers as Assistant Platoon Commander, supervised safety, training, and morale •… Show more 1. Basic Military Training • Performed top 10% out of 4000 recruits in Basic Military Training, selected for Officer Cadet School (OCS) 2. Officer Cadet School • Led peers as Cadet Platoon Commander and received formal commendation (Positive Observation Report) • Ranked top 20% out of 100 cadets, resulting in posting to elite Guards unit 3. Active Unit, Singapore Guards • Led platoon of 30 soldiers as Assistant Platoon Commander, supervised safety, training, and morale • Planned and conducted training of over 100 soldiers in Company and Unit, including multi-day high-risk field training exercises training soldiers to win Best Rifle Company Competition twice • Performed Orderly Officer duties to ensure smooth administration of all processes in Complex, including COVID-19 Swab and Send Home Tracking, inspecting Security Protocols, and reporting detailed operations summaries to HQ Qualifications: • WSQ: Professional Diploma in Leadership and People Management • WSQ: Advanced Certificate in Team Leadership • SAF Centre for Leadership Development: Basic Coaching and Facilitation Accolades: (2019) OCS Positive Observation Report: Commended formally for performance and dedication as Cadet Platoon Commander, including taking full ownership of appointment and implemented processes which benefited platoon beyond duration of tenure (2020) Best Rifle Company Competition: Best Company for Unit Training Exercise (2020) Best Rifle Company Competition: Best Company for Unit Evaluation Exercise Show less