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AM

Aleksei Maslov

@alekseiConnected with DSML. This person's Telegram account has been confirmed through DSML Kazakhstan.

ML Engineer focused on MLOps

Разрабатываю ML/AI-сервисы полного цикла: от подготовки данных и моделей до API, интеграции, контейнеризации, автоматизированных проверок и развёртывания.

About

Занимаюсь воспроизводимостью окружений, качеством кода и надёжностью сервисов. Отдельно исследую клинические данные и медицинские изображения.

Career

Experience: 1 years

Experience

ML Engineer

Alseco

The resume identifies Alseco as a developer of ML/AI services, but gives no further description of its business, scale, funding, or user base.

Present

Built ML services for logo search and classification, a centralized API for local language and multimodal models, and MLOps checks and monitoring.

• LOGO search system: Designed and implemented the service architecture, including a unified API, interaction between specialized ML services, image storage in MinIO, metadata storage in PostgreSQL, and indexing and search in Qdrant. Added duplicate handling and retry processing for failed indexing stages.

Researcher

Independent research

Researches clinical prediction with MIMIC-IV data, built two web prototypes, and processes medical images including MRI.

• Researching LightGBM and CatBoost on MIMIC-IV clinical data for differential diagnosis and individual risk prediction. Using SHAP to analyze feature contributions to model predictions. • Developed two web prototypes to demonstrate model predictions and their explanations. • Preparing and processing medical images in DICOM and NIfTI formats, including MRI, using SimpleITK and TorchIO.

Education

Informatics

Surgut State Pedagogical University

2006

Skills

PythonFastAPIasyncioHTTPXPydanticREST APIRabbitMQscikit-learnLightGBMCatBoostPyTorchSHAPllama.cppOpenAI-compatible APIMCPEmbedding modelspandasNumPyPostgreSQLSQLAlchemy