Projects
Four case studies — the stories I tell in interviews, with architecture and tradeoffs.
Each is a STAR-ready deep dive. Click through for problem → stack → architecture → result.
Banking • Spring Boot • Kafka
High-throughput Contract Processing
36% faster via @Async/@Transactional + batching, Kafka via API Gateway on GAE. Mar 2025.
Read case study →Springer Dec 2024
Autoencoder-Huffman Ensemble
5.5–24.2× on MNIST/CIFAR-10 with minimal loss. Published Springer.
Read case study →Flask • 16★/16 forks
Credit Card Fraud Detection
97.6% acc, 89.6% recall • SMOTE, Docker/Heroku. Sep 2020.
Read case study →PyTorch • SeResNext
Leukemia Detection API
~90% on microscopic images via SeResNext, Docker Hub. Jun–Sep 2019.
Read case study →
All on github.com/saarques • Springer: Autoencoder-Huffman