Hybrid search, vector pipelines and agentic systems that do real work, not demos.
Sub-second semantic search across a multilingual product catalogue. Keyword (BM25), dense vector and image embeddings are blended into a single hybrid ranking — customers find products they didn't even know to look for.
Large-scale anomaly detection framework analyzing multi-market transactional and behavioral datasets to identify fraud patterns, pricing manipulation, and irregular activity clusters. Graph-based relationship models and real-time scoring pipelines surface hidden network patterns across sellers, products, and user interactions. Explainable AI for transparent risk evaluation; drift detection keeps accuracy in production.
NLP + machine learning pipeline processing 6,000+ pages of Turkish Parliament transcripts. An AI bot tracks the national agenda — topics, weekly party priorities — surfacing legislative signal for public transparency.
Multi-tenant data mesh enabling domain-based data ownership across business units while maintaining federated governance. Data contracts, schema versioning, and cross-domain interoperability rules keep analytics scalable and resilient. Automated quality monitoring and lineage tracking add observability across mission-critical datasets; domain strategies align with business KPIs for faster experimentation.
Real-time recommendation system using deep learning and reinforcement learning, lifting click-through and engagement on high-volume e-commerce traffic. End-to-end MLOps pipelines on Kubernetes and Docker handle training, deployment and monitoring. Explainable AI surfaces stakeholder trust alongside the metric wins.
ML system analyzing seismic data from 10 Turkish cities affected by major earthquakes, predicting potential future epicenters with advanced models. Geospatial and temporal feature engineering tuned for sparse, high-stakes signal.
Healthcare data pipeline: preprocessing, visualization and predictive modelling with SVM, Random Forest and Naive Bayes on complex clinical datasets. Interactive dashboards translate raw analysis into business insights for R&D and executive decision-making.