AI personalization 2026: CDP, two-tower model, multi-armed bandit, A/B test, multi-channel personalization, KVKK uyumlu mimari.
Geospatial 2026: PostGIS, H3 hexagonal indexing, deck.gl, OSRM ile konum bazlı ML mimarisi, demand prediction, logistics optimization.
AI code generation 2026: Cursor Composer, Claude Code, Aider, OpenHands, Devin karşılaştırma, ekip entegrasyonu, güvenlik.
Generative AI marketing automation 2026: kişiselleştirilmiş email, içerik üretim, görsel reklam, chatbot, CDP entegrasyonu, KVKK uyumu.
Knowledge graph ve GNN 2026: Neo4j, JanusGraph, PyTorch Geometric, DGL, GraphRAG ile LLM entegrasyonu, fraud/recommendation senaryolar.
Federated learning 2026: Flower, NVIDIA FLARE, PySyft ile veri gizliliği korunan ML, sağlık/banka/mobile senaryolar, differential privacy.
Anomaly detection 2026: Isolation Forest, autoencoder, gradient boosting, real-time fraud/monitoring, üretim mimarisi.
Recommendation systems 2026: collaborative filtering, two-tower model, candidate generation + re-ranking, vector search, A/B test.
Computer vision production 2026: YOLO, SAM 2, RT-DETR, ONNX/TensorRT optimizasyonu, Triton serving, edge deployment.
Time-series forecasting 2026: Prophet, N-BEATS, TFT, Chronos, TimesFM ile zaman serisi tahmini, üretim mimarisi, hierarchical reconciliation.





