Experience

Sensibill, a Q2 Company

• Canada
• Financial Services
• 1 - 100 Employee

• Machine Learning Engineer

  • Jan 2022 - Present

• Machine Learning Engineer Intern

  • May 2021 - Dec 2021



Holland Bloorview Kids Rehabilitation Hospital

• Canada
• Hospitals and Health Care
• 500 - 600 Employee

• Machine Learning Research Intern

  • May 2019 - Jul 2019

  • Preprocessed EMG and IMU time series data collected from 19 participants’ labeled gameplay videos. • Implemented a machine learning classification pipeline using Python and H2O AutoML framework to determinethe algorithm with best F1 score across participants that vary in age and hand level function. • Researched evaluation metrics, preprocessing and hyperparameter tuning techniques. • Preprocessed EMG and IMU time series data collected from 19 participants’ labeled gameplay videos. • Implemented a machine learning classification pipeline using Python and H2O AutoML framework to determinethe algorithm with best F1 score across participants that vary in age and hand level function. • Researched evaluation metrics, preprocessing and hyperparameter tuning techniques.



PHRI Population Health Research Institute

• Canada
• Research Services
• 200 - 300 Employee

• Statistical Research Intern

  • May 2018 - Aug 2018

  • Collaborated with physicians and lead statistician to visualize and support analysis of epidemiological trial data in R to investigate interaction of adiposity measure data with age and BMI, and generated tutorials with R Markdown to ensure reproducibility. • Assisted in modeling of spirometry data by researching and deriving variance of statistical maximum and minimum in various statistical distributions. • Conducted simulations in R to investigate the effect of sample size parameters on study power in cluster-randomized controlled trials with number of clusters fixed.



McMaster University

• Canada
• Higher Education
• 700 & Above Employee

• Teaching Assistant

  • Jan 2018 - Apr 2018

  • Conducted exam review sessions for class of 200+ students to troubleshoot key concepts, and compiled questions ranked in increasing difficulty levels to result in students attaining higher grades • Supervised teaching assistant shifts and ensured students received prompt help and are directed to appropriate course TAs • Assisted up to 30 students during weekly 3-hour shifts in time-efficient and diligent manner in following courses: Applied statistical methods, mathematical logic, linear algebra, advanced calculus, financial math



STEM Fellowship

• Research Services
• 1 - 100 Employee

• Sponsorship Coordinator at STEM Fellowship Canada McMaster branch

  • Jan 2017 - Apr 2018

  • Coordinated undergraduate science research competition with 115+ participants while responding to inquiries and providing research resources for teams over 6-month period • Contacted 10+ professors to fulfill the roles of judge and guest speakers • Organized 5 workshops in the fields of data analysis, health research and methodology, and literature review versus systematic review • Coordinated undergraduate science research competition with 115+ participants while responding to inquiries and providing research resources for teams over 6-month period • Contacted 10+ professors to fulfill the roles of judge and guest speakers • Organized 5 workshops in the fields of data analysis, health research and methodology, and literature review versus systematic review



McMaster Students Union

• Canada
• Political Organizations
• 1 - 100 Employee

• Junior Executive at McMaster Pre-Pharmacy Society

  • Sep 2016 - Apr 2017

  • Coordinated Q and A sessions to address students' questions and concerns, both in-person and via social media platforms •Organized bi-weekly mock Multiple-Mini Interview and PCAT prep sessions for club members while working alongside executive team members • Coordinated Q and A sessions to address students' questions and concerns, both in-person and via social media platforms •Organized bi-weekly mock Multiple-Mini Interview and PCAT prep sessions for club members while working alongside executive team members



McMaster University

• Canada
• Higher Education
• 700 & Above Employee

• Logistics Coordinator at McMaster Science Society Team-building Competition "The Hunt"​

  • Apr 2016 - Nov 2016

  • Coordinated team-building competition involving 50+ participants spanning over 2 days • Resolved team conflicts by modifying the game scoring system to ensure fairness • Partnered with local and international companies to gather funding amounting to $1000 value • Collected feedback forms and evaluated improvement points to ensure the betterment of event • Coordinated team-building competition involving 50+ participants spanning over 2 days • Resolved team conflicts by modifying the game scoring system to ensure fairness • Partnered with local and international companies to gather funding amounting to $1000 value • Collected feedback forms and evaluated improvement points to ensure the betterment of event



Nike

• United States
• Retail
• 700 & Above Employee

• Sales Associate

  • May 2016 - Aug 2016

  • Nominated twice in online customer satisfaction survey as helpful employee who contributed to a positive shopping experience • Marketed fluently a wide range of brand and product info learned within 1-week time • Adapted to a variety of needs from customers and recommended suitable products upon them entering the store • Maintained active communication with fellow sales team members and manager via wireless intercom to ensure comprehensive organization in store layout and staff commitment to helping customers • Choreographed and wrote creative staff cheers to revitalize sales team morale



McMaster Students Union

• Canada
• Political Organizations
• 1 - 100 Employee

• Stage and Veue Team Member at McMaster Fashion Committee (Style at Mac)

  • Sep 2015 - Mar 2016

  • Initiated, evaluated, and executed innovative ideas for budget-friendly decorations as a team • Illustrated venue layout with precise area measurements labeled • Researched venue location and equipment rentals for fashion show fundraiser event, while maintaining prompt and effective communication with team leader and 3 other team members • Initiated, evaluated, and executed innovative ideas for budget-friendly decorations as a team • Illustrated venue layout with precise area measurements labeled • Researched venue location and equipment rentals for fashion show fundraiser event, while maintaining prompt and effective communication with team leader and 3 other team members



Forum Drug Mart

• Vaughan, Ontario

• Pharmacy Assistant

  • May 2015 - Sep 2015

  • Contributed to pharmacy operating efficiency by handling the cash register in a fast-paced environment • Liaised with pharmacist and pharmacy technicians frequently to ensure accuracy • Calculated drug dosage and familiarized with prescription abbreviations • Faxed prescription-related documents while maintaining patient confidentiality • Contributed to pharmacy operating efficiency by handling the cash register in a fast-paced environment • Liaised with pharmacist and pharmacy technicians frequently to ensure accuracy • Calculated drug dosage and familiarized with prescription abbreviations • Faxed prescription-related documents while maintaining patient confidentiality