Shruti, data scientist

Shruti

Data Scientist

Warsaw, Poland · Europe/Warsaw (UTC+2) · 6 years of experience

Shruti focuses on turning messy data into tested models and useful decisions.

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Why this profile fits

Decision-first problem framing

Starts with the decision, target metric, and data limits before choosing a model or analytical method.

Validated modeling

Uses holdouts, experiment design, and error analysis to separate a useful signal from a convincing notebook.

Clear operational handoff

Documents assumptions, monitoring needs, and the path from analysis to a decision or production workflow.

Relevant toolkit

PythonSQLscikit-learnPyTorchdbt

Delivery evidence

Selected work

Model Supply-Chain Controls

enterprise software

Designed and delivered a decision-grade modeling system focused on model supply-chain security; introduced signed artifacts and provenance controls across 60 model and container releases. The release included clear assumptions, reproducible analysis, holdout validation, stakeholder review, and monitoring guidance.

PythonSQL

AI Artifact Provenance Registry

enterprise software operations

Built the supporting control and measurement layer for the primary system, covering review queues, regression checks, operational visibility, and a documented handoff to the owning team.

PythonPyTorch
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Relevant experience

Career timeline

Data Scientist

2024–Present

Devlyn client assignments · Remote

  • Led model supply-chain security delivery for a enterprise software team and introduced signed artifacts and provenance controls across 60 model and container releases.

Full-stack Developer

Feb 2026–Present

Devlyn AI · Warsaw, Poland

  • Built production systems in enterprise software, with increasing ownership of reliability, testing, and stakeholder delivery.

Laravel Developer

Jun 2025–Present

ViitorCloud Technologies · Warsaw, Poland

  • Built production systems in enterprise software, with increasing ownership of reliability, testing, and stakeholder delivery.

Skill depth

Show experience in context.

VerbalCommunicationDomainUnderstandingProblemSolvingCodeQualitySystemDesignDeliverySpeed
Competency shapeAssessment across the same six dimensions used for every profile.

Relevant experience by skill

Python6 years
SQL5 years
scikit-learn4 years
PyTorch3 years
Experiment Design6 years
Statistics5 years
See the complete skill index

Languages

PythonTypeScriptSQLBash

Frameworks

SQLscikit-learnPyTorchpandasPolarsXGBoost

Tools

MLflowdbtStreamlitGitHub ActionsDocker

Platforms

DatabricksGoogle Vertex AIAWS SageMakerSnowflake

Storage

SnowflakeBigQueryPostgreSQLDelta Lake

Paradigms

Causal inferenceForecastingModel validationDecision science

Credentials

Certifications

AWS Certified Machine Learning Engineer – Associate

Amazon Web Services · 2025 · Certified

dbt Analytics Engineering Certification

dbt Labs · 2024 · Certified

Communication

Languages

English

Fluent

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