Research, design and implementation of machine learning solutions that shall would be applicable for 5G-RAN Edge, use cases.
Key duties/ responsibilities:
- The person shall work with system engineers, data engineers and software engineers to research, design and implement machine learning solutions for complex telecom (5G, RAN, Edge) use cases
5+ years of experience - minimum 3 years of hands-on experience applying machine learning techniques
to business problems.
- Good understanding of ML theory and fundamentals.
- Strong working knowledge of ML algorithms (supervised, unsupervised, reinforcement learning, deep learning, time series, etc). Experience with Image Analysis/Computer Vision is a plus but not mandatory.
- Strong experience with ML modeling tools/frameworks in Python/C++ such as SciKit-learn, Keras/Tensorflow/Pytorch, RLlib.
- Good understanding of MDP, POMDP, Hidden Markov models, Reinforcement Learning, Offline and Online training is a plus.
- Good understanding of approximation algorithms and design optimization algorithms is a plus.