jobs in OMNIVISION

Kerja Algorithm Engineer Intern di OMNIVISION Southwest (Singapore) - Maukerja

Algorithm Engineer Intern

OMNIVISION

Jurong East, Southwest (Singapore)

Kongsi
Simpan

Lokasi Kerja

  • Jurong East Street 12 Jurong East Southwest (Singapore) Singapore

Penerangan Kerja

Tanggungjawab

Algorithm Engineer Intern

Commitment Period: Jan 2027 onwards (minimum 6 months, full time)


Job Description:

  • We are looking for an Algorithm Engineer Intern to build search methods that find best compressed neural networks. Focus of this work includes neural architecture search (NAS) and on reinforcement learning (RL) for neural networks.
  • Deliverable: reusable NAS tooling, and a comparison of RL against simple baselines for mixed precision.


Responsibilities:

  • Enable common NAS patterns: search spaces and search strategies in reusable tooling
  • Explore RL for mixed precision: per-layer bit-width selection, compared against simple baselines
  • Build evaluation scripts with simple latency and size proxies, and report findings


Techniques You Will Work On:

  • Common NAS techniques like search-space design
  • RL: policy-gradient and actor-critic methods, reward design
  • Mixed-precision quantization


Minimum Requirements:

  • Currently studying CS, Engineering, AI/ML or a related field
  • Commitment for at least 6 months full time
  • Strong Python and hands-on PyTorch
  • Trained and evaluated vision models end to end
  • Knowledge of RL basics (MDPs, policy gradients)
  • Knowledge of quantization basics


Preferred (Plus):

  • Hands-on NAS or AutoML
  • Experience with Computer Vision models
  • Publication or thesis in AutoML, RL or model compression
  • Publications at leading conferences (i.e. CVPR, ICML, NeurIPS etc.)

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