Projects

Forecasting urban air pollutants using monitoring data combined with weather and mobility signals across major U.S. cities. Multiple models were evaluated with time-based validation, supported by dashboards for trends and model insights.

Responsible AI benchmark comparing ChatGPT, Microsoft Copilot, and DeepSeek on 400+ prompts across topics like gender, race, and politics. Results summarize tone, bias, and framing using NLP metrics and side-by-side analysis.

An end-to-end cafe storefront built on AWS, with pages, menus, and images served from the cloud. Checkout is connected to backend automation, so each order triggers updates and follow-up processes automatically.

Implements a published mobile-cloud scheduling method as a C++ engine, including task dependencies, device vs. cloud placement, and deadline checks. Benchmark runs show lower energy use with only a small increase in runtime.

An end-to-end online shopping database system was designed and implemented, including the data model, SQL schema, and applications. Simple admin and customer tools were built in Python to manage orders, inventory, and user activity.

An IMDb review classification model was built to analyze text data and predict review tone using NLP techniques. Eleven different models were tested, with a CNN-LSTM approach performing best among them.

An aviation incident database was designed and built in MySQL from raw data, including schema design and data cleaning in R. SQL queries and a stored procedure were developed to analyze incidents by airline, location, and time.

An end-to-end data pipeline was built to extract and transform PubMed XML data into a structured database. A normalized schema in SQLite and a star schema in MySQL were used to support both transactional storage and analytical queries.

Thesis project forecasting Turkish intraday clearing prices from public market data, including anomaly repair with Prophet, feature selection across multiple methods, classical baselines, and sequence modeling in TensorFlow with a hybrid model.