Autonomous Driving Data Forensics Technical Lead
- Verfügbarkeit einsehen
- 0 Referenzen
- 80€/Stunde
- 08012 Barcelona
- Weltweit
- fr | en | de
- 18.11.2024
Kurzvorstellung
Qualifikationen
Projekt‐ & Berufserfahrung
4/2022 – 3/2024
Tätigkeitsbeschreibung
Remote freelance collaboration in an L4 Automated driving project using the SCRUM process.
Called back by PO from the previous Mercedes/Bosch project to create from scratch and lead the L4 Automated Driving Data Forensics (Analyst and Engineer) team, which had the following tasks:
- Extracted insights from MongoDB to find the root cause of autonomous driving test events, ensuring fast and accurate identification and documentation of issues.
- Assigned identified issues to corresponding SW developer teams, streamlining the resolution process.
In addition, I performed the following tasks:
- Assisted in the internal hiring process of 3 new Data Forensics team members.
- Mentored and trained new team members, enhancing their proficiency and accelerating the analysis process.
- Defined architecture of new data extraction Python tools and pipelines for migration in Microsoft Azure DevOps for improved functionality and faster execution.
- Developed new tools utilizing Python to automate data feature extraction from a MongoDB database, modeling and abstracting data, resulting in a threefold increase in the speed of root cause analysis.
Big Data, Data Science, Datenmodelierung, Git, Microsoft Azure, Mongodb, Python, Scrum, System Analyse
7/2019 – 8/2021
Tätigkeitsbeschreibung
Autonomous taxi fleet project, collaboration Mercedes / Bosch, using SCRUM process.
- Extracted insights from huge data sets to conduct root cause analysis of autonomous driving test events, ensuring accurate identification and documentation of issues.
- Assigned identified issues to corresponding developer teams, streamlining the resolution process.
- Developed tools utilizing Python to automate data feature extraction, resulting in a threefold increase in the speed of root cause analysis.
Data Science, Git, Python, Scrum, System Analyse
11/2018 – 8/2021
Tätigkeitsbeschreibung
Autonomous taxi fleet project, collaboration Mercedes / Bosch, using SCRUM process.
- Managed biweekly Software releases and conducted integration tests, enabling fast feedback to developers.
- Performed daily test drives on open roads and test tracks to evaluate the performance of the systems.
- Automated integration tests using Jenkins and Python, improving efficiency and accuracy (50% faster deployment).
- Configured and maintained the IT system for a taxi fleet using Ansible.
Ansible, Git, Jenkins, Python, Systems Engineering
5/2018 – 10/2018
Tätigkeitsbeschreibung
Software engineer on the Drive4U Urban Automated Driving project.
- Designed and developed a motion planner module using RTMaps and C++, encompassing the integration of a road lane graph and advanced sampling methodologies.
- Conceptualised and implemented a low-level acceleration longitudinal controller within the test car.
C++, Git
4/2016 – 10/2018
Tätigkeitsbeschreibung
System engineer on the Drive4U Urban Automated Driving project.
- Orchestrated the integration of all software and hardware modules, containing 30 Hardware units ranging from sensors to actuators, within the test car.
- Conducted gathering, testing, and validation of 20 Software modules.
- Planned and executed comprehensive validation and test drives to ensure optimum performance.
- Proactively managed relationships with over 10 suppliers of sensors and actuators for the test car, ensuring timely delivery and optimal functionality.
- Prepared and delivered 20+ live impactful demos for clients, journalists, and at the CES event, boosting the brand's reputation.
Systems Engineering
4/2014 – 4/2016
Tätigkeitsbeschreibung
Developed algorithms and software following Bosch requirements for a highly automated driving car (ROS, Linux) :
- Created a C++ software module for perception and environment modeling, with the ability to compute and visualize the free space around the car through point cloud processing and Kalman Filter techniques.
- Implemented a C++ sensor data fusion system to effectively fuse and track objects around the car.
- Developed visualization tools using Python and Qt to optimize the algorithms' performance.
Developed algorithms to determine the current situation of the autopilot and compute key performance indicators (KPIs).
Created an HD maps converter in C++ for the autopilot's planner, utilizing open-source formats such as OSM and ODR.
Managed a team of three individuals, including task estimation and follow-up for project management.
C++, Python
9/2010 – 10/2013
Tätigkeitsbeschreibung
In charge of multiple engineering lessons modules for 10-20 students:
- Oversaw all aspects of University lessons, ensuring the effective learning and comprehension of students.
- Prepared and managed engaging lectures, group discussions, and practical sessions.
- Developed comprehensive solutions to problems to anticipate and address student questions.
- Provided guidance and advice to students to enhance their understanding of lessons.
- Prepared, administered, and graded examinations to assess student progress.
- Selected and delegated tasks to teaching assistants to facilitate efficient lesson delivery.
Lessons given :
- Object-oriented programming (C++ and UML on Windows and Linux)
- Analogue and numeric control laws (applied to aerospace)
- Real-time embedded system (ARM3 processor with uC/OS-III)
Bildung (allg.)
Zertifikate
Coursera
Udacity
Coursera
Udacity
Ausbildung
Université de Sherbrooke
Sherbrooke, Kanada
Polytech Montpellier
Montpellier, Frankreich
Über mich
I'm a seasoned autonomous driving system, software, and data engineer with a decade of international experience. My journey began with crafting algorithms for Bosch's highly automated driving car, where I developed a knack for Python and Linux. I then transitioned into a system engineer role, orchestrating the integration of all modules within the test car.
My passion for data led me to become a Data Forensics Engineer, where I conducted root cause analysis of autonomous driving test events and developed Python tools to automate data feature extraction.
Currently, as a freelancer in Barcelona, I remotely support Bosch's L4 automated driving software stack. I've been instrumental in creating and leading the Data Forensics team, mentoring new members, and defining the architecture of new data extraction tools.
With my robust skills in Python, Linux, GitHub, Azure and Data, I'm ready to bring impactful solutions to your tech projects. Let's drive the future together!
Persönliche Daten
- Französisch (Muttersprache)
- Englisch (Fließend)
- Deutsch (Fließend)
- Spanisch (Gut)
- Europäische Union
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