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Aleyna Ünver

@aleynanver

Machine Learning Engineer at NewMind AI, developing agent platforms and real-time semantic search for enterprise knowledge.

Turkey

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At NewMind AI, I contribute to AI platforms for enterprise process automation, legal professionals, and social media intelligence. I also developed an enterprise AI memory system that helps agents retrieve organizational knowledge and historical context.

I built real-time processing and retrieval pipelines with Apache Kafka and Qdrant, and evaluated LLMs for latency, accuracy, and cost-efficiency. Earlier, I trained computer vision models at Inovako and developed data analysis pipelines at Compactive Technology.

Experience

Work history, roles, and key accomplishments

Current

Machine Learning Engineer

Current

NewMind AI

Jan 2025 - Present (1 year 9 months)

Contributed to the development of an AI orchestration platform integrating MCPs, dynamic tools, and multi-agent workflows. Built real-time data processing architectures using Apache Kafka and Qdrant, and evaluated LLMs for model selection.

MCP Multi agent workflows RAG Kafka Qdrant LLM Evaluation Model Guardrails AI Agent Memory Systems Semantic Search Python

Student Assistant

MEF University

Jan 2023 - Dec 2024 (1 year 11 months)

Supported students in Java, C#, and Python courses, assisted with debugging, code reviews, and project development, and guided students in software design and best practices.

Java C#Python Debugging Code Review Software Design Project Based Learning

Computer Vision & Deep Learning Intern

Inovako

Dec 2023 - Feb 2024 (2 months)

Trained and optimized object detection models (YOLOv7, YOLOv8, Faster R-CNN) on custom datasets, performed data preprocessing and augmentation, and implemented deep learning pipelines using Python and TensorFlow.

YOLOv7 YOLOv8 Faster RCNN Object Detection data preprocessing Data Augmentation Hyperparameter Tuning Python TensorFlow

Software Support Intern

P.I Works

Jul 2023 - Oct 2023 (3 months)

Provided software and database support for international telecom operators, managed SQL-based databases, and performed data analysis and ETL processes for reporting and monitoring.

SQL Database Management Data Analysis ETL Troubleshooting Performance Optimization

NLP Intern

Entropi Elektronik ve Teknoloji Hizmetleri AŞ

Jan 2023 - Feb 2023 (1 month)

Developed NLP-based applications for text processing and analysis, implemented machine learning models for classification and information extraction, and worked with datasets for training and evaluating language models.

NLP Text Processing Machine Learning Classification Information Extraction Language Models

Software Engineer / Data Science Intern

Compactive Technology

Jun 2022 - Dec 2022 (6 months)

Calculated key performance metrics such as CPI, retention, and playtime, visualized data using Matplotlib and Seaborn, and built data analysis pipelines using Python, Pandas, and NumPy. Designed and implemented game mechanics in Unity using C#.