
Posted 14 days ago
PHY Algorithms Senior Engineer - AI/ML
Kfar SabaHybridFull-time
AI Summary
Senior engineer researching and designing ML-based physical layer algorithms for 5G and beyond Open RAN systems, focusing on neural network models for channel estimation, signal detection, beamforming, and decoding on embedded platforms.
About this role
Parallel Wireless is reimagining mobile networks with innovative, energy-efficient Open RAN solutions. Join us as we lead the future of telecommunications, driving innovation through green and sustainable networks. Learn more about our mission, vision and values.
We are looking for highly motivated, experienced, and passionate wireless algorithm experts for the research and design of advanced cellular communication algorithms, leveraging neural networks and machine learning techniques, for our 5G and beyond products.
What you'll do:
What you should have:
- 3+ years of hands-on experience with deep learning frameworks (PyTorch, TensorFlow, or similar) and neural network architectures (CNNs, RNNs, transformers, autoencoders).
- Familiarity with model optimization techniques for real-time deployment: quantization, pruning, knowledge distillation, and hardware-aware neural architecture search.
- An independent problem solver with excellent mathematical and analytical skills.
- Eager to learn and develop your professional skills in the fields of wireless communications and applied machine learning.
- Team player: Excellent communication skills, and ability to thrive in a global multi-site environment.
- Experience applying ML/DL to physical layer problems (e.g., channel estimation, MIMO detection, CSI feedback, learned codebooks, or end-to-end learned communication systems) - Advantage.
- Experience in PHY algorithms development for wireless modems - Advantage.
- Good understanding of the cellular standards (LTE/NR) - Advantage.
- Experience with ONNX Runtime, TensorRT, or similar inference engines - Advantage.
Education:
- M.Sc / PhD in electrical engineering (major in communication theory and systems, signal processing, and/or machine learning - Advantage).
Skills
AutoEncoderBeamformingChannel EstimationCNNCSI FeedbackKnowledge DistillationLTEMatlabMIMO DetectionNeural Architecture SearchNRONNX RuntimePruningPythonPyTorchQuantizationRNNSignal DetectionTensorFlowTensorRTTransformer
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