Berat Berat Erol Çelik
Berat

Berat Erol Çelik

Инженер по ИИ и программному обеспечению
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Kaggle AI Systems & Grandmaster Stacking Suite

GPU Gradient Boosted Ensembles & 3D Flight Telemetry

AI / ML

Production-grade competitive machine learning suite and open-source benchmark architectures. Features GPU-accelerated Tri-Model ensembling (LightGBM, CatBoost, XGBoost) scoring 0.9415 ROC-AUC on 668K consumer profiles, alongside 10Hz 6-DOF UAV aerospace telemetry and multimodal AI agent benchmarks.

Tech Stack

Python LightGBM CatBoost XGBoost PyTorch CUDA Isolation Forest ONNX

What I Learned

Achieving top 0.9415 ROC-AUC on 668K tabular rows required strict zero-leakage Stratified 5-Fold cross-validation, custom feature interaction ratios, and GPU-accelerated blending optimization.