Stage "Anonymisation des données" chez Valeo CDA Créteil

Valeo is a tech global company, designing breakthrough solutions to reinvent the mobility. We are an automotive supplier partner to automakers and new mobility actors worldwide. Our vision? Invent a greener and more secured mobility, thanks to solutions focusing on intuitive driving and reducing CO2 emissions. We are leader on our businesses, and recognized as one of the largest global innovative companies.Do you want to meet the challenges of tomorrow's vehicles? Valeo, a key international player in the mobility of the future, invites you to join its dynamic teams. For our site in Créteil , we are looking for a trainee for a period of 6 months from septemberInternship Proposal: Data Anonymization for Advanced Driver Assistance Systems (ADAS)Introduction:This internship focuses on the exploration and implementation of data anonymization techniques within the field of autonomous driving and Advanced Driver Assistance Systems (ADAS). This internship aims to contribute to the development of privacy-preserving strategies for handling the vast amounts of personal data collected by autonomous vehicles and ADAS technologies.Your challenges?Objectives:Research and analysis: Conduct a comprehensive review of existing data anonymization methods and their applicability to autonomous driving and ADAS scenarios.Evaluation and validation: Assess the effectiveness of the proposed data anonymization techniques through experiments and performance evaluation.Technical impact: Investigate the impact of data anonymization on two applications : Driver monitoring and Scene understanding.Responsibilities:Conduct an extensive literature review to understand the current state-of-the-art in data anonymization methods and their application to autonomous driving and ADAS.Help maintain the existing anonymization framework that effectively protects personal data while maintaining the integrity and utility of the data for research and development purposes.Perform experiments and evaluations to assess the quality and effectiveness of the anonymization techniques, considering factors such as data utility, privacy preservation, and computational efficiency.Collaborate with the research team to address ethical considerations and ensure compliance with data protection regulations and industry standards.Document and present research findings, including the development of reports and presentations summarizing the internship project outcomes.Requirements:Background: Pursuing or recently completed a degree in Computer Science, Data Science, Artificial Intelligence or a related field with a focus on Computer Vision and Machine Learning.Knowledge: Familiarity with data anonymization techniques is preferred. Understanding of autonomous driving and ADAS technologies is a plus.Programming skills: Proficiency in programming languages such as Python, familiarity with relevant libraries/frameworks (e.g., TensorFlow, PyTorch), and experience with data manipulation and analysis.Strong analytical and problem-solving skills, as well as the ability to work independently and collaboratively within a multidisciplinary team.Good written and verbal communication skills, including the ability to present complex technical concepts to both technical and non-technical audiences.Benefits:Hands-on experience: Gain practical experience in cutting-edge technologies and real-world challenges related to data privacy and autonomous driving.Mentorship: Work closely with experienced researchers and industry professionals in the field of autonomous driving and data anonymization.Let's talk about you...Education: Bac /5 Business school / University - Engineering schoolQualities required: You are dynamic and have good organisational skills, rigour and agility.Languages: French, EnglishOur environment is highly international (you will work directly with our sites in France, Spain, Russia, Romania, Germany, the Czech Republic and Turkey), so an advanced level of English is required.
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