Simarpreet Kaur | Applied AI & ML

About

I’m a Computer Science graduate from McMaster University with a strong focus on applied data science and machine learning, particularly in building models and analyses that translate into real-world impact. My work emphasizes the full data science lifecycle from data cleaning and exploratory analysis to modeling, evaluation, and clear communication of results.

I bring a detail-oriented and analytical approach, with experience working under real-world constraints such as data quality issues, validation, and model reliability. I value reproducibility, thoughtful evaluation, and practical deployment over purely theoretical results.

In addition to my technical background, I offer 6+ years of customer-facing experience, which has shaped my communication, collaboration, and stakeholder-focused mindset. I’m comfortable explaining complex findings to non-technical audiences, working cross-functionally, and building solutions that are both technically sound and user-centered.

GitHub LinkedIn

Experience

Data Science Prompt Engineer

Outlier

Oct 2025 – Present

Designed and refined prompts for end-to-end data science workflows: EDA, feature engineering, and modeling.
Produced gold-standard solutions in Python (Pandas / scikit-learn), validating correctness and edge cases.
Performed error analysis on model outputs to improve numerical accuracy and analytical reliability.

Selected Projects

Pocket AI

Private

Whisper AI • NLP • Speech → JSON

Voice-activated NLP system that converts spoken commands into structured JSON using real-time audio streaming, Whisper-based transcription, and custom parsing logic.

Private client project — architecture and technical details available upon request.