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Position

Machine Learning data scientist

Company
Company
Aresys
Place
Milan, Italy/Remote
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Added: April 20, 2024

ARESYS is a R&D oriented company with almost 20 years of history in the field of Remote Sensing and Sensor Networks Solutions. In our Earth Observation Business Unit we are developing state-of-art software solutions for Synthetic Aperture RADAR (SAR) applications.


The candidate will become a specialist of satellite SAR, RADAR and Optical data processing, working on real-life data, and will propose state-of-art Artificial Intelligence/ Machine Learning solution for new and innovative Remote Sensing application .


Our ideal candidate has a proven experience in addressing Image and Signal processing problems through AI/ML tools especially concerning image classification, segmentation, clustering, target detection, target recognition.


The candidate will be able to identify the most suitable ML solution through state-of-art literature research and to accurately implement train and validate it through the most common ML tools on the market.


Main tasks and responsibilities:


  • Develop self-running AI software to automate Remote Sensing image processing tasks
  • Research and implement the appropriate ML solutions and architecture
  • Develop machine learning applications according to requirements
  • Select appropriate datasets and data representation methods through typical feature extraction e dimensional reduction tasks
  • Run machine learning tests and experiments
  • Perform statistical analysis and fine-tuning using test results
  • Define the best training approach, select the best training dataset and validate the end-2-end training system
  • Extend existing ML libraries and frameworks
  • Keep abreast of developments in the field
  • Working in close contact with the R&D and SW areas


Requirements:


  • Master's degree in computer engineering, telecommunications, mathematics or other equivalent technical-scientific fields
  • Proven professional experience of at least 3 years as a Machine Learning Engineer or similar role
  • Ability to write robust Object Oriented code especially in Python
  • Understanding of data structures, data modelling and software architecture
  • Deep knowledge of math, probability, statistics and algorithms
  • Familiarity with machine learning frameworks (like Keras, PyTorch or TensorFlow)
  • Outstanding analytical and problem-solving skills


The following are preferential:


  • Experience in Signal/Image processing solution development
  • Knowledge of C/C++ and capability to integrate solution into an operational data processing environment
  • As a plus: knowledge of the RADAR, SAR and/or Optical systems and related data processing pipelines
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