AI/ML Research Engineer – Wireless 5G/6G - VWM
Remote
Information
Responsibilities
In this role you will be at the center of a ground-breaking research group responsible for crafting next generation AI/ML based powerful radio access technologies over the next decade
You will work on defining system level concepts, proposing, and researching innovative ideas & algorithms, performing sophisticated system simulations, defining and working on rapid prototyping platforms to help prove your ideas for next generation (5GA/6G) cellular systems with AI/ML foundation
You will research and design AI/ML based next generation (5G/6G) wireless communication systems for radio access networks and wireless modems
Contribute to link-level and system simulator modeling and AI/ML framework design
Take a top-down approach towards system design starting from a use case of relevance to Apple products, defining a problem statement and arriving at ground-breaking innovative solutions
Assess the benefit of different proposals to solving a problem
Define and provide vital systems engineering support towards rapid prototyping platform development in the form of system requirements and system design documents
Contribute to future 3GPP RAN work items on 5G/6G technology
Company
Evergreen Technologies, LLC.
Requirements
Qualifications
Direct experience on solving interdisciplinary problems via machine learning (ML)
Knowledge in Algorithms, Optimization, Probability, Statistics, Signal processing, Estimation/Detection Theory, and Information Theory
Working experience in one or more of the following research directions in Neural Networks: Deep Reinforcement Learning, Federated Learning, Transformer, Transfer Learning, Online Learning, Generative Neural Network, Graph Neural Network, CNN, RNN etc
Shown track-record of innovation in AI/ML
Programming experience in C, C++, Python, MATLAB
Basic knowledge of communication system theory and wireless systems
Demonstrate clarity of thought and strong analytical and problem-solving skills
Ability to work well both independently and within a team
Excellent communication and presentation skills
Contributions to research communities/efforts, including strong publication record in relevant fields
Understanding of the practical challenges of applying Machine Learning to Wireless Communications
Familiarity with efficient implementation of AI/ML in hardware
Knowledge of current cellular or Wi-Fi communication standards: e.g.
5G (NR), 4G (LTE), IEEE 802.11ax, IEEE 802.11ax/ay/az/be
Advanced programming skills, e.g.
object-oriented programming, algorithm development, modelling (floating-point and fixed-point) and link-level simulation
Familiarity with wireless system optimization for augmented reality, virtual reality and automotive applications
Familiarity with sensing technologies
Familiarity with edge computing
MS in Computer Science or Electrical Engineering with 4+ years of working experience or PhD in relevant field