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@ayseyilmaz
AI engineer specializing in anomaly detection, generative voice AI, and deep learning.
I am a globally experienced AI professional with a strong background in Python, anomaly detection, outlier analysis, and deep learning using TensorFlow and PyTorch. I have built and deployed AI training pipelines, conducted large-scale data preprocessing and validation, and delivered end-to-end solutions including model optimization and documentation.
My work spans aviation systems—where I implemented predictive maintenance and optimized technical workflows—to freelance projects creating generative voice AI and interactive Python applications. I collaborate effectively with international teams and bring a pragmatic, data-driven approach to improving model performance and production readiness.
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Work history, roles, and key accomplishments
Yandex
Sep 2024 - Present (1 year 2 months)
Managed large datasets for AI training, ensuring quality and accuracy and improving preprocessing and validation pipelines to boost model performance. Collaborated with international teams to optimize end-to-end machine learning workflows.
Built AI models for anomaly detection and generative voice systems and delivered end-to-end solutions including deployment, documentation, and interactive Python dashboards for clients. Collected, labeled, and preprocessed audio datasets for generative voice AI projects.
Outlier
May 2024 - Sep 2025 (1 year 4 months)
Conducted outlier detection and anomaly analysis on high-volume datasets and supported labeling and verification to improve training data quality. Developed and optimized training pipelines using TensorFlow and PyTorch to enhance model performance.
Independent/Previous Employer
Sep 2019 - Jun 2024 (4 years 9 months)
Implemented predictive maintenance solutions for aircraft systems, managed technical documentation, and optimized workflows to improve aircraft performance and safety. Applied engineering analysis to support project coordination and system reliability.
Degrees, certifications, and relevant coursework
Bachelor of Science, Electrical and Electronic Engineering
Completed a degree in Electrical and Electronic Engineering with coursework relevant to electronics and engineering principles.
Software and tools used professionally
You can contact Ayse and 90k+ other talented remote workers on Himalayas.
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