Machine Learning Engineer

3 weeks ago


Singapur, Singapore ST Engineering Full time

About ST Engineering

ST Engineering is a leading global technology, defense, and engineering company that provides innovative solutions to customers in the aerospace, land systems, and electronics sectors.

Job Summary

We are seeking a highly skilled Machine Learning Engineer to join our team at ST Engineering. As a Machine Learning Engineer, you will be responsible for designing, developing, and deploying deep learning models to tackle complex video analytics problems.

Key Responsibilities

  • Develop production-quality video analytics software using deep learning frameworks such as TensorFlow, Keras, PyTorch, Caffe2, and MXNet.
  • Conduct research to develop new techniques to improve the performance of existing models.
  • Evaluate deep learning models and optimize their performance.
  • Develop tools to accelerate machine learning workflows.
  • Develop technical proposals and presentations to potential clients.

Requirements

  • Experience with training models on deep learning frameworks.
  • Experience with MLOps platforms such as MLFlow, KubeFlow, AWS Sagemaker, and Azure ML.
  • Proficient in mainstream programming languages such as C/C++, Python, JavaScript, and PHP.
  • Proficient in Windows and familiar with OS for mobile (iOS, Android) and OS for embedded systems.
  • Knowledge of specific libraries for image processing, encryption, OpenCV, OpenSSL, and PCL.
  • Experience with the full life cycle of model training to deployment into production.
  • Familiarity with working in a Linux environment on public clouds and locally.
  • Understanding of deep learning optimization concepts such as pruning, quantization, and the impact of accelerators on throughput, latency, and cost.
  • An explorative personality with a hunger for continuous improvements.
  • Strong problem-solving, analytical, and conceptual skills, with good communication skills.
  • Able to work independently with minimum guidance and monitoring, a good team player.


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