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BGTS

Machine Learning Engineer

BGTS
Turkey · Full-time · Mid-Senior

BGTS is a software and technology solutions company with over 1,800 professionals and 25+ years of experience. Through engineering expertise and industry insight, our international offices deliver tailored solutions, enabling clients worldwide to achieve their business goals with flexibility, speed, and impactful results.


About the Role

You will work with our client to develop Generative AI–powered solutions within supply chain analytics and deploy them as production-grade systems used by leading retailers and enterprise customers. In this role, you will design and build large-scale data pipelines, RAG systems, and GenAI-based features, collaborating with data scientists and bridging the gap between research and production. Expect to build highly scalable, modular, cloud-native solutions using cutting-edge technologies.


What You Will Do

  • Design and deliver best-in-class architectures and components that are modular, secure, scalable, reliable, reusable, and observable.
  • Contribute to all phases of development: architecture design, prototyping, productionizing, testing, and support.
  • Apply modern software engineering practices-perform code/design reviews and follow DevOps principles for continuous delivery and reliable production workflows.
  • Stay up to date on emerging technologies and lead PoC efforts to validate new tools and approaches.
  • Translate business objectives into ML models and define the metrics that measure their success.
  • Participate in architectural discussions and code reviews, helping drive alignment across teams.
  • Own the end-to-end ML lifecycle, from experimentation to deployment.
  • Build and maintain RESTful APIs and backend services that support ML and AI workloads at scale.
  • Deploy Generative AI and traditional ML models into production, ensuring scalability, reliability, and monitoring.
  • Work with data scientists to refine prompts and improve model output quality.
  • Mentor junior engineers and contribute to team growth.


Technical Qualifications

  • 5+ years of experience, ideally building SaaS systems.
  • Bachelor’s degree or higher in Computer Science or a related field.
  • Strong coding skills with Python or another OO language.
  • Experience working with relational databases (MSSQL, PostgreSQL), NoSQL systems, and/or columnar data formats.
  • Solid understanding of ML & data science concepts.
  • Experience deploying end-to-end ML solutions, including serving and inference strategies.
  • Hands-on experience with Python ML libraries: NumPy, Pandas, scikit-learn, MLflow, LightGBM, XGBoost, TensorFlow, PyTorch.
  • Experience with Python backend frameworks (Flask, Django, FastAPI).
  • Familiarity with LLMs and Generative AI technologies.
  • Ability to learn quickly, explore new domains, and operate effectively in ambiguity.


Preferred Qualifications

  • Knowledge of Deep Learning, NLP, LLMs, and/or Computer Vision.
  • Experience with modern big data and distributed processing platforms.
  • Familiarity with supply chain analytics (demand forecasting, inventory optimization, pricing).
  • Understanding of DevOps, MLOps, DataOps, or Platform Engineering.
  • Knowledge of cloud services including containerization, serverless, orchestration, and message queues.
  • Experience with CI/CD and DevOps tools (Docker, Jenkins, Terraform).

Key Skills

Ranked by relevance

python devops ai cloud continuous delivery containerization deep learning prototyping postgresql serverless tensorflow big data jenkins django docker pandas mlflow nosql flask numpy mlops saas cicd
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Posted
Nov 28, 2025
Type
Full-time
Level
Mid-Senior
Location
Türkiye
Company
BGTS

Industries

IT Services IT Consulting

Categories

Information Technology

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