2026

• [Apr 2026] Won the Best Oral Presentation Award at the 2026 ImNO Symposium (April 29–30, Mississauga, Ontario) for "Limited Paired Labels Suffice for Binary but Not Multiclass Ultrasound Segmentation." [Slides] [Award]
• [Apr 2026] "Annotation Is (Almost) Indispensable" published in the SPIE Digital Library (Proc. SPIE Vol. 13927). Oral recording included. [Slides]
• [Feb 2026] Paper "Limited Paired Labels Suffice for Binary but Not Multiclass Ultrasound Segmentation" accepted for oral presentation at Imaging Network Ontario Symposium 2026 (ImNO 2026).
• [Feb 2026] Paper "Fairness-Aware Machine Learning for Social Bias Detection in Healthcare Research Datasets" officially published in Proceedings of Machine Learning Research (PMLR), Volume 302.
• [Jan 2026] Submitted paper "Limited Paired Labels Suffice for Binary but Not Multiclass Ultrasound Segmentation" to Imaging Network Ontario Symposium 2026 (ImNO 2026).

2025

• [Dec 2025] Spoke on The Newcomers Podcast about immigration, coding, and the immigrant mindset. [YouTube] [Spotify]
• [Nov 2025] Paper upgraded from poster to oral presentation at SPIE Medical Imaging 2026.
• [Oct 2025] Paper "Annotation Is (Almost) Indispensable" accepted to SPIE Medical Imaging 2026: Image-Guided Procedures, Robotic Interventions, and Modeling.
• [Sep 2025] Joined Shopify full-time as an Engineer on the Sidekick Assistant team.
• [Aug 2025] Graduated with a Bachelor of Computer Science (Honours) from Carleton University.
• [Jun 2025] Featured on Carleton University's newsroom for my AI and healthcare research, shared across the university's social media.
• [Mar 2025] Named to The Peak's 2025 Emerging Leaders, recognizing Canadian leaders under 40 shaping the economy and tech industry.
• [Mar 2025] TEDx talk "How Coding Can Change Your Life—and the World" published on YouTube.
• [Mar 2025] Awarded the NSERC Black and Indigenous Summer Research Internship (BISRI) to continue research with Professor Matthew S. Holden.
• [Feb 2025] Received the Paul Bregman Family Student Experience Award at the SOAR Leadership Conference.
• [Feb 2025] Spoke at Westboro Academy on coding, ethics, and technology for K–8 students.
• [Jan 2025] Began final Dev Degree placement at Shopify as an Applied Machine Learning Engineering Intern.

2024

• [Dec 2024] Selected for the Paul Bregman Family Student Experience Award.
• [Dec 2024] Completed Honours thesis: Improving Concussion Diagnosis with Visual Eye Tracking and Ocular EMG Analysis.
• [Nov 2024] Delivered a TEDx talk at TEDxMechanicsville on "How Coding Can Change Your Life—and the World."
• [Sep 2024] Summer research converted into Honours project with Professor Nadine Moacdieh joining as co-supervisor.
• [Sep 2024] Received the Rising Star Award from She Code Africa.
• [Sep 2024] Attended Deep Learning Indaba 2024 in Dakar, Senegal.
• [Aug 2024] Invited to speak at TEDxMechanicsville Ensemble in Ottawa.
• [Mar 2024] Joined the Nesbitt Biology Lab as an Undergraduate Research Assistant under Professor Jeff Dawson and Professor Andy Adler.

2023

• [Nov 2023] Awarded the Cadence Diversity in Technology Scholarship.
• [Sep 2023] Joined the School of Computer Science as an Undergraduate TA for COMP 1805.
• [Apr 2023] Awarded the Palantir Women in Technology Scholarship (North America).

Earlier

• [2022] Began the Dev Degree program at Shopify while studying Computer Science at Carleton University.
• [2020] Named Ms. Algorithm—Best Female Data Starlet in Nigeria.