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Machine Learning Engineer

2 months ago

Singapur, Singapore ST Engineering Full time

Job Title: Principal Engineer, Machine Learning

At ST Engineering, we are seeking a highly skilled Principal Engineer, Machine Learning to join our team. As a key member of our product development team, you will be responsible for the end-to-end implementation of deep learning models to tackle real-world video analytics problems.

Key Responsibilities:

  • Develop production-quality video analytics software
  • Conduct research to develop new techniques to improve the performance of existing models
  • Evaluate deep learning models and develop tools to accelerate machine learning workflows
  • Develop technical proposals and presentations to potential clients

Requirements:

  • Experience with training models on deep learning frameworks such as TensorFlow, Keras, PyTorch, Caffe2, and/or MXNet for computer vision tasks
  • Experience with MLOps platforms such as MLFlow, KubeFlow, AWS Sagemaker, Azure ML, etc.
  • Proficiency in mainstream programming languages such as C/C++, Python, JavaScript, PHP, etc.
  • Knowledge of specific libraries for image processing, encryption, OpenCV, OpenSSL, PCL, etc.
  • 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