• Strengthened a high-intensity, agile emergency task force to quickly build and deploy web tools related to the process of returning 85k employees globally to the workplace following COVID-19 following moving-target legal guidelines.• Designed machine learning systems to extract, evaluate, and learn from years of employee performance review data using ensemble voting models built off RNNs and Random Forests.• Leveraged technologies such as React.js, Typescript, Elasticsearch, and Spring Boot to build responsive and dynamic internal web apps to assist with return-to-work protocols.• Incorporated traditional credit risk factors with NLP-derived insights to create hybrid models for improved predictive accuracy using CML libraries run via CI/CD pipelines.• Learned new technologies and adopted new tools quickly to maximize performance and contributions.

• Worked with Memorial Sloan Kettering Cancer Center to develop a NLP model from scratch to identify cancers and draw conclusions from 10 years of roughly-taken radiology notes, which has been successfully integrated into their systems for professional use while publishing several papers.• Published four research papers surrounding model application successes of over 95% accuracy across 500,000+ documents.• Prepared written technical documentation to detail research findings and interpretations.• Prepared graphs and spreadsheets to portray experimental results.

• Coordinated marketing and sales campaigns for the 2019-2020 academic year.• Overhauled digital strategy using AI to engage customers & grew customer base an estimated 20%.• Analyzed past and present trends to devise recommendations for future strategies.• Managed 50+ baristas while running a carbon-neutral café.

• Worked with a team of four student developers of varied backgrounds in a fast paced, agileenvironment to take creative approaches to solving the bank's toughest in-house tech problems and compete for prizes.• Collaborated with designers and development teams to create high-quality interactive mobile experiences.• Analyzed software requirements and worked with team members to develop solutions using design thinking.

• QHacks is one of the premier hackathons in Canada, connecting more than 500 students from 30+ schools around the globe for a weekend-long event of innovation, prototyping, hacking, and delivery at Queen's University.• Responsible for shaping the QHacks 2019 experience to provide the best possible value for hackers prior to, during, and following the event, while ensuring logistical soundness.

• Manage a team of students developing artificial intelligence and machine learning systems.• Completed the PetFinder.my Adoption Prediction competition on Kaggle using LightGBM, image analysis, and ensemble learning for a projected top 5% finish.

• Co-created an accredited Queen’s University course titled “A Brief Introduction to Artificial Intelligence” and associated 450-page text: fifteen weeks of module-based material to introduce students to the field of artificial intelligence, covering topics such as feed-forward networks, naïve Bayes models, classifications, and more.• By creating the course from a "by students, for students" perspective, technical and complicated subjects can be explained in simple, relatable terms, to make jumping into the field of AI a lot less frightening.• Beta tested the program in Summer 2018 to incoming Queen’s students with great success.• Developer on the QMIND Genome subgroup, exploring the field of neuroevolution using genetic algorithms, replicating species generation.

• Developed and operated both full camp curriculums and in-class workshops for students grades K-8 in the subjects of science, engineering, and computer programming.• Worked efficiently in a teamwork-based atmosphere to accomplish camp goals and reach record-setting numbers in student outreach.• Responsible for educating up to 20+ children per given week.

• Developed daily strategies to reach team goals surrounding finances and efficiency, both in the short- and long-term.• Opened and closed store, managing store funds and and ensuring all tasks were completed effectively.• Served and prepared beverages and baked goods.