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Machine Learning Engineer - Tensorflow / PyTorch

Machine Learning Engineer - Tensorflow / PyTorch

Jobs CapitalMumbai
30+ days ago
Job description

Job Description :

We are seeking a highly skilled and innovative Machine Learning Engineer to join our team.

You will design, develop, and deploy cutting-edge ML solutions to solve real-world problems, driving impactful outcomes for our organization.

Collaborating closely with software engineers and product teams, you will build scalable and efficient ML models and :

Machine Learning Model Development and Deployment :

  • Design, build, and optimize machine learning models to solve business problems.
  • Deploy trained models to production environments using MLOps practices (e. , CI / CD pipelines, model versioning, and monitoring), ensuring scalability, reliability, and efficiency.
  • Continuously monitor model performance and implement improvements to maintain and enhance accuracy.
  • Implement and optimize feature engineering workflows, including working with feature stores.
  • Leverage ML solutions to improve core business KPIs, including transaction success rates, fraud detection, customer retention, and operational efficiency.
  • Work closely with business stakeholders to identify ML use cases aligned with organizational goals.
  • Data Engineering and ETL Processes : Design and implement ETL pipelines for efficient data extraction, transformation, and loading.
  • Collaborate with data engineers to maintain a robust data pipeline connecting OLTP and OLAP systems.
  • Utilize AWS Redshift to manage and analyze large-scale datasets.
  • Develop and optimize queries for reporting and feeding ML models.
  • Analytical Problem Solving : Apply strong analytical skills to derive insights from data and translate them into actionable recommendations.
  • Work with cross-functional teams to interpret data, identify trends, and implement data-driven strategies.

Requirements :

  • A skilled ML Engineer with 3+ years of experience in deploying ML models, expertise in AWS, MLOps, and data warehousing, and a strong background in fintech or product-based companies.
  • Experience :

  • Proven experience in training, deploying, and maintaining ML models in production.
  • Proficiency in ML libraries and frameworks (e., TensorFlow, PyTorch, Scikit-learn, etc.)
  • Experience with cloud platforms like AWS, Azure, or GCP, especially for ML workloads.
  • Knowledge of data preprocessing, feature engineering, data warehousing (ie, Redshift), and ETL pipelines.
  • Familiarity with MLOps tools and practices (e. , Docker, Kubernetes, MLflow, Sagemaker) would be a plus.
  • Strong understanding of statistical methods, algorithms, and performance optimization.
  • Experience in the fintech domain is a plus.
  • Proficiency in SQL for data analysis and manipulation.
  • Strong problem-solving and analytical thinking skills.
  • Familiarity with AWS services (S3 Redshift, SageMaker, Lambda, etc.)
  • Familiarity with A / B testing and experimentation frameworks.
  • Must have :

  • TensorFlow, PyTorch, Scikit-learn.
  • Docker, Kubernetes, MLflow.
  • AWS services, SQL, and ETL pipeline
  • (ref : hirist.tech)

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    Machine Learning Engineer • Mumbai

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