TO2 - Machine Learning Pipeline Expert at Rockcruit

Work set-up: 
Full Remote
Contract: 
Experience: 
Expert & Leadership (>10 years)
Work from: 

Offer summary

Qualifications:

5+ years of experience in machine learning and data engineering., Hands-on experience with MongoDB/Atlas Data Lake and PyTorch., Strong knowledge of AWS SageMaker and MLOps principles., Proficiency in Python and ML frameworks like NumPy and pandas..

Key responsibilities:

  • Design and build end-to-end ML solutions for predictive failure modeling.
  • Develop robust and scalable ML pipelines using MongoDB and AWS SageMaker.
  • Collaborate with cross-functional teams to ensure efficient model deployment.
  • Utilize problem-solving skills to address challenges in ML pipeline development.

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Rockcruit Human Resources, Staffing & Recruiting TPE https://www.rockcruit.com/
2 - 10 Employees
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Job description

We are seeking a highly skilled Machine Learning Pipeline Expert to design and build end-to-end ML solutions focused on predictive failure modeling for our distributed and remote asset infrastructure. You will be instrumental in developing robust, scalable, and efficient ML pipelines, leveraging MongoDB/Atlas Data Lake for data storage and processing, and AWS SageMaker and PyTorch for model training, tuning, and deployment.

Requirements:

  • 5+ years of experience in machine learning and data engineering, focused on ML pipeline development and deployment.
  • Hands-on experience with MongoDB / Atlas Data Lake, including querying, aggregation, and schema design.
  • Proficient in PyTorch for deep learning model development.
  • Strong working knowledge of AWS SageMaker, including pipeline orchestration, training jobs, and endpoint management.
  • Experience building ML pipelines for predictive maintenance, anomaly detection, or time-series analysis.
  • Proficiency in Python and ML frameworks (e.g., NumPy, pandas, scikit-learn).
  • Solid understanding of MLOps, DevOps principles, and tools (e.g., Git, Docker, CI/CD pipelines).
  • Excellent problem-solving and communication skills; ability to work independently and in cross-functional teams.

Required profile

Experience

Level of experience: Expert & Leadership (>10 years)
Industry :
Human Resources, Staffing & Recruiting
Spoken language(s):
English
Check out the description to know which languages are mandatory.

Other Skills

  • Teamwork
  • Communication
  • Problem Solving

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