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SZ

Saltanat Zarkhinova

@saltanat

Machine Learning Engineer, Computer Vision

Machine Learning Engineer with interest in Computer Vision and Natural Language Processing. Have both research and production experience.

Career

Experience: 2 years

Experience

Machine Learning Engineer

Kaspi.kz

Kaspi.kz is a major Kazakhstan-based fintech and e-commerce company, operating the Kaspi.kz super app and marketplace.

Mar 2026 — Present

Builds and deploys computer vision models and services for Kaspi's marketplace, including product image generation, search, review checks, and inference monitoring.

• Designed and shipped a product background generation pipeline for e-commerce, iterating on model architectures to produce marketplace-ready product photos at scale for production traffic. • Developed and trained a Yolo object detection model for a Search-by-Photo feature, enabling accurate product localization from user-submitted images across the Kaspi marketplace catalog. • Built a product-review image similarity classification model on a frozen vision transformer backbone to automatically verify whether submitted review images match original product listings.

Machine Learning Researcher

Nazarbayev University

Nazarbayev University is a research university in Astana, Kazakhstan, founded in 2010 and known for English-medium teaching.

Aug 2024 — Mar 2026

Researched medical computer vision for skin lesions, including segmentation and detection models; the YOLO26n pipeline reached mAP@0.5 of 0.73.

• Conducted medical AI research focused on interpretable skin cancer classification, developing software pipelines to preprocess and evaluate large-scale image datasets. • Fine-tuned a U-Net segmentation model on the HAM10000 dataset with BCE+Dice loss, contributing to improved IoU on ISIC benchmarks as part of the FSSM-ResNet pipeline. • Fine-tuned YOLO26n for skin lesion detection on a 10k-image dermoscopic dataset, achieving mAP@0.5 of 0.73 within an end-to-end detection and classification pipeline.

Computer Science Major Representative

Nazarbayev University

Nazarbayev University is a research university in Astana, Kazakhstan, founded in 2010 and known for English-medium teaching.

Sep 2024 — Aug 2025

Represented more than 200 computer science students to faculty and organized technical workshops.

• Served as liaison between 200+ students and faculty, improving curriculum feedback channels and organizing technical workshops.

Education

B.Sc., Computer Science

Nazarbayev University

2022 — 2026

Selected projects

Money Mule Detection

Built a fraud detection system to identify money-mule behavioral patterns in large-scale financial transaction data. Engineered features for highly imbalanced tabular datasets and applied statistical tests to validate feature importance and reduce model noise.

Surgical Video Action Classification

Built a video classification pipeline using ResNet-TSM to recognize surgical actions across 16-frame sequences, with layer-wise learning rate scheduling and temporal normalization.

Open project

Achievements

Conference Paper Acceptance

FUZZ-IEEE 2026 main conference · 2026

1st Place, ACM Women's Hack Day

Nazarbayev University · 2025

Skills

PythonSQLC/C++REST APIsMicroservicesGitDockerCI/CDUnit TestingObject-Oriented ProgrammingData Structures & AlgorithmsFastAPIMLFlowGrafanaAWSS3PyTorchScikit-LearnXGBoostU-Net