Master Thesis: Active Learning for Uncertainty - Regensburg, Deutschland - AVL

AVL
AVL
Geprüftes Unternehmen
Regensburg, Deutschland

vor 2 Wochen

Lena Wagner

Geschrieben von:

Lena Wagner

beBee Recruiter
Beschreibung

ADAS - Master thesis: Active Learning for uncertainty quantification - ADAS Perception (M/F/d)

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YOUR RESPONSIBILITIES

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Description

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Tasks

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  • Investigating the stateofart methods for Active Learning approaches
  • Visualization of training, validation and test dataset distribution
  • Developing algorithms to harness the intermediate/final model outputs for AL
  • Developing an endtoend pipeline for the model training and evaluation
  • Documentation of the applied concepts and results achieved

YOUR PROFILE

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  • Studies in the field of Computer Science, Robotics, Information Technology or comparable
  • Basic knowledge in the field of AD/ADAS
  • Basic knowledge of Machine Learning
  • Good programming knowledge of Python with prior experience with libraries such as numpy, pandas, scipy, seaborn and matplotlib
  • Prior experience in using an Integrated Development Environment (IDE) such as VS Code, PyCharm, Spyder, etc.
  • Prior experience with working in Python's virtual environment or Conda
  • First experience with deep learning frameworks such as PyTorch or TensorFlow
  • First experience with Linux, version control system such as git, GitLab or GitHub
  • English skills (fluent)
  • Working practices and personality: passionate, wellorganized and structured, goaloriented, ability to find solutions and work independently, ability to communicate with other team members
  • Note**:You are encouraged to share your GitHub/HackerRank/LeetCode/Kaggle (also other coding platform) profile, if applicable
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Personality is more than anything

Nice-to-know

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  • Docker, Mlflow or Tensorboard
  • Skills for Web-

Tooling Apps:
Django, Javascript, Bokeh, Plotly

  • Skills for documentation: Latex

WE OFFER

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  • Be part of our pioneering work
- together with our customers we shape the future of mobility

  • International and innovative collaboration rings a bell? That's how we work.
  • Our technical and personal onboarding concept will help you to hop on easily.
  • Mobile working, flextime and modern workplaces are part of our DNA.
  • We are deeply rooted in our values: respectful communication, care, openness, passion and trust

AVL Software and Functions GmbH is the center of competence for Powertrain Software
- and Function Development, as well as Electronics and Systems integration. Our fields of activity include highly innovative projects in the area of Combustion Engines, E-Mobility and ADAS / AD.

Our vision "Why not - move different" is challenging us to develop solutions for the future of mobility.


About AVL

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AVL is one of the world's leading mobility technology companies for development, simulation and testing in the automotive industry, and beyond.

We provide concepts, solutions and methodologies in fields like vehicle development and integration, e-mobility, automated and connected mobility (ADAS/AD), and software for a greener, safer, better world of mobility.


Check out our step-by-step guide

AVL is not just about cars. It's about changing the future. Together.

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  • Location: Regensburg, DE
  • Company: AVL Software and Functions GmbH
  • Job Function: ADAS/AD
  • Contract Type: Temporary
  • Posting Date: May 17, 2023
  • Job ID: 35497
    About AVL
:


AVL is one of the world's leading mobility technology companies for development, simulation and testing in the automotive industry, and beyond.

We provide concepts, solutions and methodologies in fields like vehicle development and integration, e-mobility, automated and connected mobility (ADAS/AD), and software for a greener, safer, better world of mobility.


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