Portfolio2025

Kiana Mohammadi

Software Engineering @ UWaterloo
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Projects

Projects

Full-stack

Momentum

Workout tracking with clean data models and strong auth.

Full-stack workout tracking app with a FastAPI backend (auth + protected routes + REST APIs) and a PostgreSQL/SQLAlchemy data model for users, workouts, sessions, and exercises.

FastAPIPostgreSQLSQLAlchemyREST APIsAuthTypeScript

01 / 04

Data Analytics

Market Return Analyzer

Market risk metrics from historical price data.

Python tool that computes daily returns, volatility, and return distributions from historical price data to analyze market risk and behavior.

PythonpandasNumPyTime-seriesRisk analytics

02 / 04

Full-stack

UWay

Campus route-planning with auto-generated class navigation.

Route-planning app that builds a campus path graph (including tunnels) from GeoJSON, runs Dijkstra with haversine distances for shortest routes, and imports Quest schedules to auto-generate between-class navigation.

PythonFlask (+CORS)GeoJSONDijkstra (heapq)Haversine distanceRegex schedule parserJSON storageREST API

03 / 04

Machine Learning

Weather Forecasting

Next-day temperature prediction with model benchmarks.

End-to-end pipeline using hourly weather data to predict next-day temperature, benchmarking LSTM/1D-CNN models vs naive baselines with MAE/RMSE and error plots.

PyTorchLSTM/1D-CNNMAE/RMSEError plotsTime-series

04 / 04

Skills

Technical Skills

01

Languages

PythonSQLTypeScriptJavaScriptJavaCC++

02

Frameworks & Libraries

ReactNext.jsFastAPIpandasNumPyMatplotlibPyTorch

03

Databases & Platforms

PostgreSQLSupabase

04

Data & ML

Time-Series ForecastingFeature EngineeringModel Evaluation (MAE/RMSE)

05

Data Visualization & BI

TableauPower BIPlotly

Experience

Experience

Pro Shop Associate & Beverage Cart Attendant

Bathurst Glen Golf Course • Richmond Hill, ONJune 2025 – September 2025

Promotions Committee Lead

National Bank Open - Rogers Cup • Toronto, ON2023 – Present

Vice President & Finance Lead

Relay For Life - Cardinal Carter Catholic High School • Aurora, ON2024 – 2025