PROJECTS
Selected Work
Agentic Procurement Bot
Autonomous AI agent integrating GPT-4o and Claude: reads purchase requisitions from SAP, drafts supplier RFQ emails, parses responses, and creates purchase orders — cutting processing time from ~40 min to ~2 min.
K-Bot: BERT-Powered Help Desk Automation
Users detail their tickets via K-Bot, the company's internal chatbot; a fine-tuned BERT model classifies and estimates effort; approved tickets are auto-created via ManageEngine Bi-Tıkla REST API.
SAP Bulk Operations Bot
High-volume REFramework robot for SAP data processing — 1,000+ records/run across MM, PP, and SD modules with full exception taxonomy, auto-retry logic, and structured business reporting.
HR Onboarding Automation (HITL)
Human-in-the-loop document processing robot for HR onboarding — automatically extracts, validates, and archives identity cards, contracts, and certificates; escalates low-confidence items to Action Center for human review.
Real-Time Emotion Detection
Facial emotion recognition pipeline using OpenCV, Keras, and PyTorch. CNN model classifies 7 emotion states in real time from facial regions detected via Haar Cascade.
Predictive Modeling — Kaggle
Regression and classification models for airline price prediction, NFL player performance scoring, and football match outcomes — using feature engineering, cross-validation, and ensemble methods.
ADVANCED AUTOMATION ARCHITECTURE
Deep-Dive Technical Work
Selected enterprise-scale automation solutions highlighting architectural decisions, technical challenges, and measurable outcomes.
Production-Grade REFramework Architecture
500+ tx / dayDispatcher + Performer + Orchestrator queue pattern handling 500+ daily transactions across Kibar group entities. Business and System exception taxonomy with configurable max-retry and back-off logic. Real-time Orchestrator monitoring dashboards and auto-generated governance reports distributed to process owners via email.
Fine-Tuned BERT for Intelligent Ticket Routing
94% classification accuracyBERT fine-tuned on 5,000+ historical IT service tickets achieves 94% accuracy across priority and category classification. Deployed as an Azure ML REST endpoint; UiPath Agentic workflow queries the model, interprets confidence scores — auto-routing high-confidence results, escalating uncertain cases to the Orchestrator Action Center for human triage.
Adaptive Document Intelligence with Human-in-the-Loop
Zero silent errorsAzure Form Recognizer handles structured invoices and customs documents; for low-confidence extractions, an LLM provides contextual reinterpretation before a structured exception is raised in the Orchestrator Action Center for human review. A confidence-scoring middleware layer guarantees zero silent errors across thousands of documents per month.
SAP Bulk Processing with Transactional Integrity
1K+ rows / run1,000+ row Excel datasets are validated against SAP master data via RFC connections before parallel queue-based ingestion into SAP PM / MM / FI transaction codes. Full rollback logic on transaction failure, SAP GUI lock-conflict detection with intelligent back-off, and a per-row reconciliation report generated at run end — with full audit trail written to SQL.