Manpreet Kaur Loyal
@manpreetkaurloyal
Machine learning analyst student at NorQuest College who built FinePrintAI to detect deceptive terms and generate practical responses.
CanadaWhat I'm looking for
At NorQuest College, I’m studying machine learning analysis and have applied it to projects including FinePrintAI, an AI-powered system for detecting dark patterns in Terms & Conditions. For the capstone, I developed a multi-agent workflow that generates plain-language insights and cancellation or negotiation email drafts.
On a GOAuto and NorQuest project, I used KMeans clustering to compare dealership performance and built a Power BI dashboard to visualize the findings. I presented data-driven recommendations during client review sessions.
I also transformed federal pollutant-release data into a time-series dataset and built regression models to forecast pollutant-release trends. As a robotics instructor at Robo Builders Camp, I led hands-on LEGO Mindstorms activities, including building, programming, and troubleshooting.
Experience
Work history, roles, and key accomplishments
Robotics Instructor
Robo Builders Camp
Jul 2026 - Jul 2026 (0 months)
Led hands-on robotics activities using LEGO Mindstorms Robot Inventor, including building, programming, and troubleshooting. Explained technical concepts through practical, project-based activities.
Science Tutor
Self-Employed
Mar 2023 - Nov 2024 (1 year 8 months)
Delivered personalized tutoring in Mathematics, Physics, and Chemistry while designing lesson plans around individual learning gaps and improving student outcomes.
Education
Degrees, certifications, and relevant coursework
NorQuest College
Machine Learning Analyst Diploma, Machine Learning
2025 -
Pursuing a Machine Learning Analyst Diploma with coursework in machine learning, data preparation, and database management.
Microsoft
Career Essentials in Generative AI, Generative AI
Completed the Career Essentials in Generative AI certification from Microsoft and LinkedIn.
Microsoft
Microsoft Certified: Power BI Data Analyst Associate (PL-300), Data Analytics
Earned the Microsoft Certified: Power BI Data Analyst Associate (PL-300) certification.
Simplilearn
Innovating with Google Cloud AI, Cloud AI
Completed the Innovating with Google Cloud AI certification.
Forage
British Airways Data Science Job Simulation, Data Science
Completed the British Airways Data Science Job Simulation.
Tech stack
Software and tools used professionally
Availability
Location
CanadaAuthorized to work in
Salary expectations
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