Map of Contents
Notes
- NY Harbor Vessel Traffic Analytics - Big data course project (AAI 627, in progress): Spark and Kafka pipeline that forecasts vessel arrivals and flags signal-gap and off-route anomalies in New York Harbor from AIS data.
- BirdCLEF 2026 Starter Case Study - Multi-task knowledge distillation case study (EfficientNetB0 + Google Perch v2) for bioacoustic bird call detection in the Pantanal; private score ~0.60 in 3 epochs.
- Automatic Tag Generation and Clustering with LLMs - In-memory semantic knowledge graph that converts personal documents into topic-aware discovery (CS584 NLP Project).
- Deep Learning Coursework CS583 - Deep learning coursework projects and implementation details.
- Computer Vision Coursework CS558 - Computer vision coursework covering Harris corners, template matching (SAD, NCC) under noise and across scales, and RANSAC.
- Natural Language Processing Coursework CS584 - NLP coursework projects covering classification, embeddings, and LLMs.
- Viral Scope - GitHub Link: [engindenizdogu/viralscope: Viral video predictor for Youtube videos](https://githu…
- Budget-Aware Long-Context Execution - Execution layer that sends full context when it fits and retrieves under a token budget when it does not; +13 points on MRCR v2 and +17 over truncation on AA-LCR (formerly LLM Caching & RLMs).
- YELP Help - GitHub Link: engindenizdogu/yelp-help TLDR: A…
- AI App Generation and Discovery - GitHub Link: github.com/engindenizdogu/vibe-feed …
Project Ideas
- Bot Behavior Classifier - Collect human vs. Playwright mouse/scroll telemetry and train an ML model to classify sessions.
Guidelines & Templates
- Course Project Report Guidelines - Standard rubrics and formatting guidelines for academic project reports.