Applied ML Researcher

  • חולון
  • משרה קבועה
  • משרה מלאה
  • לפני חודש
A startup company in the Agriculture and AI domain has developed a Deep Learning-based system for detecting defects in produce, using advanced Vision and Signal Processing solutions on top of modern, high-performance MLOps infrastructure.The company is located in Tel Aviv near a train line, employs 15 people, and offers a hybrid work model with two days from home.They have completed funding rounds and are financially secured for at least the next two years.Role Highlights-
  • Applied research position, acting as a bridge between the Algorithms and Development teams.
  • Suitable for candidates who enjoy combining Algorithmics, Development, and Data Science.
  • Involves model evaluation and deployment to production.
  • Applied research, development, and maintenance of ML models in production.
  • Full ownership over inference stages, optimization, and deployment of existing models.
  • Development of advanced pipelines for model serving, including integration of ONNX and TensorRT.
  • Responsibility for CI/CD processes and performance monitoring of models in production.
  • End-to-end ownership of Model Lifecycle infrastructure.
  • Daily work with Deep Learning models for Computer Vision and Signal Processing.
  • Includes Fine-tuning, Benchmarking, Data Processing, and infrastructure development for monitoring and control.
  • Emphasis on Reproducibility and Scalability.
  • Hands-on work with various production-grade DL models as part of an agile, small team.
  • Tech stack includes: Python, Docker, Git, Linux, PyTorch, TensorFlow, SQL/NoSQL, Computer Vision, Signal Processing, AI/DL, and GCP.
Requirements-
  • B.Sc. in a scientific field from a recognized university - required (M.Sc. - strong advantage)
  • 5 years of experience as an Algorithm Developer / ML Engineer / similar titles - required
  • 3 years of hands-on experience with Python - required
  • 3 years of experience working with Computer Vision models - required
  • Experience with classical Machine Learning models - required (e.g., Ridge, Lasso, Random Forest)
  • Experience with at least one of the following: PyTorch / TensorFlow / PyTorch Lightning - required
  • Experience with MLOps - required
  • Experience working in a cloud environment - required
  • Experience with Deep Learning - advantage
  • Experience with Signal Processing - advantage
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