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Machine Learning Manager

Shopback

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Job Summary


Salary
$10,000 - $15,000 SGD / Monthly EST

Job Type
Permanent

Seniority
Manager

Years of Experience
At least 5 years

Tech Stacks
TensorFlow
PyTorch
Spark
Kubernetes
Scala
Python

Job Description


WHAT YOU WILL BE DOING
  • Grow, develop, and manage a team of talented Machine Learning Engineers
  • Maintain high quality engineering standards
  • Work on advanced Recommendation System to personalise experience of ShopBack customers
  • Code with the ability to scale with large data in near real-time
  • Small and Big Data modeling work: Python, Scala, Spark
  • Production deployment of ML Solution on Kubernetes
  • Communicate and collaborate effectively with engineers, product managers, and business stakeholders
  • Drive continuous improvement in the efficiency and flexibility of the services
  • Perform Offline and Online Experimentation on ML Products and measure its success using data

REQUIREMENTS
  • 5+ years of machine learning productization experience, with expertise in data and statistical modeling
  • 2+ years of management of high performance team
  • Significant prior success as a developing and deploying RecSys at scale
  • Full stack experience in data collection, aggregation, analysis, visualization, productionisation, and monitoring of ML products - aka MLOps
  • Strong skills in Python and machine learning and deep learning libraries (Pytorch and Tensorflow)
  • Passion to answer Product/Engineering questions with data
  • Ph.D. or M.S. in a quantitative field such as Computer Science, Operations Research, Statistics, Econometrics or Mathematics

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