Your Role
Sr. Machine Learning Engineer
ROLES AND RESPONSIBILITIES
- Design, develop, train, fine-tune, and validate Machine Learning and Deep Learning models for ADAS/Automotive validation use cases.
- Build end-to-end ML pipelines including data acquisition, dataset curation, preprocessing, labeling, cleaning, feature engineering, and model evaluation.
- Develop and train Deep Neural Networks (DNNs), CNNs, RNNs, Transformers, and other state-of-the-art architectures for perception, signal processing, event detection, and validation workflows.
- Support initiatives such as TSI validation by training models from scratch using large-scale vehicle datasets.
- Define training, validation, and test datasets and establish data quality standards for model development.
- Analyze dataset quality, class imbalance, labeling accuracy, feature distributions, and data drift issues.
- Implement model training workflows on AWS, Azure, and HPC environments utilizing distributed training techniques when required.
- Perform hyperparameter tuning, model optimization, performance benchmarking,



and error analysis.
- Develop evaluation frameworks and validation methodologies for ML model performance across different operating conditions.
- Collaborate with algorithm and validation teams to investigate model failures and improve model robustness.
- Create reproducible ML pipelines and maintain model training, experiment tracking, and documentation standards.
- Support deployment readiness reviews and provide technical guidance on model performance and limitations.
- Apply structured problem-solving techniques to support root-cause analysis.
- Learn ADAS system architecture and data flow from sensor → ECU → analytics → validation.
- Participate in hands-on vehicle testing and data collection under guidance of senior engineers.
- Support vehicle instrumentation, logging setup, and data validation.
- Help ensure collected data meets analysis and validation requirements.
- Extract and prepare

📌 Senior Machine Learning Engineer (Bengaluru)
🏢 Aptiv
📍 Bengaluru