1 month ago
Bengaluru, IndiaSenior
Responsibilities
- Lead vehicle data mining and analytics activities for AWS, Azure, and other HPC environments.
- Perform exploratory analysis using Python and data-science tools.
- Analyze vehicle signals and logs using CAN and Ethernet to identify anomalies and performance concerns.
- Support event extraction, triage, and structured root-cause analysis for customer-reported and internal issues.
- Support AI/ML validation workflows through dataset exploration, quality assessment, feature analysis, labeling support, and review of basic ML metrics.
- Identify data issues affecting ML model behavior, including noise, missing signals, and data drift.
- Support ECU log analysis, vehicle communication trace interpretation, and signal-to-algorithm correlation.
- Assist with debugging issues spanning vehicle sensors, embedded software, and analytics outputs.
- Participate in vehicle testing, instrumentation, logging setup, data collection, and data validation.
- Collaborate with algorithm development, systems and validation engineers, and project and engineering managers.
- Contribute to improvements in data analysis tools and workflows while following ADAS V-cycle development, validation, and documentation processes.
Requirements
- Bachelor’s or master’s degree in Data Science, Computer Engineering, Electrical or Embedded Systems Engineering, Automotive Engineering, Systems Engineering, or a related field.
- 6–8 years of experience with Python, vehicle communication protocols, CAN, Ethernet, and data-science analytics tools.
- Familiarity with MATLAB, machine learning algorithms, SQL, and Linux.
- Hands-on experience with vehicle instrumentation.
- Proficiency in structured problem solving and understanding of embedded-system fundamentals, including ECUs, signals, and logs.
- Preferred experience with AI/ML, ADAS or autonomous driving systems, vehicle data analytics, embedded debugging, signal processing, C/C++, CANalyzer, CANoe, SIL, or simulation environments.
Benefits
- Higher education and development opportunities through Udacity, Udemy, and Coursera.
- Life and accident insurance.
- Sodexo cards for food and beverages.
- Well-being program with workshops and networking events.
- Employee Assistance Program.
- Access to fitness clubs, subject to terms and conditions.
- Creche facility for working parents.
About Aptiv
Aptiv is a public automotive technology supplier that designs and manufactures vehicle electrical architectures, ADAS/autonomous software, connectivity solutions, and engineered components. It sells integrated hardware-software platforms, wiring and power distribution systems, sensors, and infotainment to global automakers and mobility companies. Headquartered in Dublin, Ireland, Aptiv is listed on the NYSE and operates worldwide across development centers and manufacturing sites.