MASTER INTERNSHIP in Emotion recognition using EEG recordings on resource-constrained hardware platforms

100%
Temporary
Neuchâtel

Overview

Neuromorphic devices are now developed to accelerate deep learning at the edge. While a lot of devices are emerging, no comparison between them is available yet, and engineers are required to test several devices to make a choice. This requires time and knowledge of the underlying hardware, which is sometimes impossible in small data engineering teams.

We aimed to develop a benchmarking platform to help designers and engineers to select the best device suitable for their application.

The Edge-AI and Vision group of CSEM is looking to expand the portfolio of applications running on edge devices. In this regard, the group is looking for a student to implement an emotion recognition classifier from public electroencephalographic (EEG) data and deploy it on several edge devices.

Responsibilities

  1. Implementation of State-of-the-Art solutions for emotion classification from EEG signals
  2. Optimize the algorithm to allow deployment on resource-constrained hardware platforms
  3. Evaluate the performance of the algorithm for each device

Your profile

Expected to have experience in:

  • Object-oriented programming in Python
  • Background in Deep Learning (CNNs, RNNs…) architectures and evaluation
  • Experience in Tensorflow/Keras or PyTorch
  • Background in signal processing

Interest and experience in:

  • Computational Neuroscience
  • IoT and embedded devices
  • Brain-computer interfaces and electroencephalography

CSEM mission and values 

Our mission is the development and transfer of innovative technologies to the Swiss industry. We love to make an impact on our customers and on society at large in the fields of precision manufacturing, digital technologies and sustainable energy. Our strength is the excellence of our people, about 550 passionate specialists dedicated to innovation and technology transfer. We believe that strong values support the successful development of our organization as well as the harmonious and balanced development of all our employees.

We are

  • A unique place at the interface between research and industry, at the cutting edge of new technologies.
  • An innovative, non-profit, impact-oriented, and employee-driven company.
  • A dynamic, multidisciplinary, and multicultural environment.

Working@CSEM means

  • Being part of a passionate community.
  • Having incredible flexibility, attractive working conditions, and great development opportunities.
  • Benefiting from a management style based on trust & feedback, that favours a sustainable work-life balance

We are committed to equal employment opportunity regardless of race, color, ancestry, religion, sex, national origin, sexual orientation, age, citizenship, marital status, disability, gender identity.

We look forward to receiving your complete application file (CV, cover letter, certificates & diplomas) via our job page. Preference will be given to professionals applying directly.

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