Projects

• Power Failure Prediction Predicting cascading blackouts before they happen, with graph neural networks.
• Safe Bookkeeping Agent LangGraph with Pydantic validation, OpenAI Guardrails and LLama Prompt Guard 2.
• Aspect-Based Sentiment Drift Detection Detecting sentiment drift in Amazon reviews using PyABSA and LSTM-Autoencoder.
• Diabetes Risk from Survey Data Diabetes screening through CatBoost and clustering on the BRFSS survey dataset.
• KV Cache Compression Benchmark Benchmarking 7 KV cache eviction methods on NIAH retrieval.
• Few-Shot Tool Wear Prediction Physics-informed wear prediction from only 6 samples.
• Foundation Model Survival Analysis Evaluating frozen time-series foundation model embeddings as feature extractors for survival-analytic prognostics across heterogeneous degradation datasets.
• Quotation Processor Quotation automation using n8n, FastAPI, and semantic SKU matching.
• SVQ.AI RAG with an agentic retrieval loop and a knowledge graph.
• Smart Screen Resume screening tool using RAG Fusion.
• Campus Connect Marketplace for Bilkent University students.
• MIPS Assembly Pipelined Processor 5-stage pipelined MIPS processor in Verilog deployed on Basys3 FPGA.
• PIC32 Microcontroller C programming on a PIC32 microcontroller.
• Till The Last Drop Tower defense game with a physics engine.