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Software Development Engineer I - Machine Learning

Software Development Engineer I - Machine Learning

ENTER RecruitmentBangalore
30+ days ago
Job description

Responsibilities :

  • Design and develop scalable ML pipelines for structured / tabular data.
  • Collaborate with Data Scientists to convert notebooks / models into production-ready services.
  • Own end-to-end lifecycle of ML systems : feature engineering, training, evaluation, deployment, and monitoring.
  • Build robust data preprocessing and transformation pipelines.
  • Ensure model reproducibility, versioning, and traceability via tools like MLflow, DVC, or custom setups.
  • Implement real-time and batch inference infrastructure where needed.
  • Work on continuous training (CT) and online learning systems for time-sensitive use cases.
  • Collaborate with MLOps / Data Engineering teams to optimize model serving, latency, and observability.
  • Contribute to improving experiment velocity via automation, tooling, and modularization.

Requirements :

  • Strong coding skills in Python, with hands-on experience using pandas, NumPy, scikit-learn, XGBoost, LightGBM, and CatBoost.
  • Solid understanding of supervised and unsupervised learning methods for structured data.
  • Experience with feature engineering, feature stores, and data quality best practices.
  • Proficiency in SQL and data wrangling for structured datasets.
  • Hands-on experience with ML lifecycle tools (MLflow, Airflow, Kubeflow, Metaflow, etc. ).
  • Exposure to deploying models in production (via REST APIs, gRPC, or serverless functions).
  • Good understanding of model evaluation, hyperparameter tuning, and bias detection techniques.
  • Familiarity with model monitoring and drift detection approaches.
  • Preferred Qualifications :

  • Experience working in domains like FinTech, gaming, healthcare, or e-commerce using tabular ML.
  • Exposure to real-time streaming data (Kafka, Flink, Spark Streaming).
  • Understanding of SHAP, LIME, and model explainability techniques.
  • Prior experience working in a cross-functional ML platform team or self-serve ML tooling.
  • Knowledge of Docker, Kubernetes, and CI / CD pipelines for ML deployments.
  • (ref : hirist.tech)

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    Engineer Machine Learning • Bangalore

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