MLOps Engineer

Aptiv; Bengaluru; Hybrid; INR 2,800,000 - 4,000,000; Full time

Benefits offered by this job

Hybrid work model

Life and accident insurance

Sodexo cards for food and beverages

Well Being Program

Creche facility

Job summary

Aptiv is seeking an MLOps Engineer in Bengaluru to build and operate scalable ML platforms on AWS for autonomous driving workloads. You will manage distributed training, multi‑zone deployments, and infrastructure standards for compute, storage, and security.

Proficiency in Python and CI/CD pipelines is essential to deliver reproducible ML workflows. You will implement ML pipelines with Airflow and MLflow, support GitHub-based pipelines, and ensure traceability and auditable processes in line

Qualifications

• 5+ years of experience in MLOps or ML engineering.
• Strong hands-on AWS experience for ML workloads.
• Practical experience with multi-GPU / distributed training (Ray or equivalent).
• Proficient Python for automation, pipelines, and tooling.
• Experience building and operating CI/CD pipelines (GitHub).

Responsibilities

• Build and operate MLOps platforms on AWS for autonomous driving ML workloads.
• Maintain highly available, multi‑zone training and deployment environments.
• Operate distributed training setups (Ray clusters).
• Maintain infrastructure standards for compute, storage, networking, and security.
• Troubleshoot platform-level issues impacting ML productivity.
• Implement and maintain ML pipelines using Airflow and MLflow; track experiments and models.
• Support CI/CD pipelines for ML code, models, and infrastructure (GitHub).
• Ensure ML workflows are reproducible, traceable, and auditable.

Skills

AWS ML workloads

Multi-GPU / distributed training

Python automation

CI/CD pipelines

Tools

AWS

Kubernetes / EKS

Terraform

Airflow

MLflow

GitHub

Job description

MLOps Engineer Help shape the future of mobility. Imagine a world with zero vehicle accidents, zero vehicle emissions, and wireless vehicle connectivity all around us. Every day, we move closer to making that world a reality. Aptiv’s passionate team of engineers and developers creates advanced safety systems, high-performance electrification solutions and data connectivity solutions so that automakers can bring advanced capabilities to more people around the globe. This is how we enable sustainable mobility and help to prevent accidents caused by human error.

Your Role

• Build and operate MLOps platforms on AWS supporting autonomous driving ML workloads
• Implement and maintain highly available, multi‑zone training and deployment environments
• Operate distributed, multi‑GPU training setups (e.g., Ray clusters)
• Assist in maintaining infrastructure standards for compute, storage, networking, and security
• Troubleshoot and resolve platform‑level issues impacting ML productivity
• Implement and maintain ML pipelines using: Apache Airflow for orchestration MLflow for experiment tracking, model versioning, and lifecycle management
• Support CI/CD pipelines for ML code, models, and infrastructure (GitHub‑based)
• Ensure ML workflows are: Reproducible Traceable Auditable (aligned with automotive engineering expectations)

Your Background

Key ingredients for succeeding in this role are your:

• 5+ years experience,
• Strong hands‑on experience with AWS for ML workloads
• Practical experience with: Multi‑GPU / distributed training (Ray or equivalent)
• Kubernetes / EKS
• Infrastructure as Code (Terraform)
• Airflow and MLflow
• Proficient Python for automation, pipelines, and tooling
• Experience building and operating CI/CD pipelines (GitHub)

Why join us?

You can grow at Aptiv.Aptiv provides an inclusive work environment where all individuals can grow and develop, regardless of gender, ethnicity or beliefs. You can have an impact. Safety is a core Aptiv value; we want a safer world for us and our children, one with: Zero fatalities, Zero injuries, Zero accidents.

Your Benefits at Aptiv:

• Hybrid and flexible working hours
• Higher Education Opportunities (UDACITY, UDEMY, COURSERA are available for your continuous growth and development)
• Life and accident insurance
• Sodexo cards for food and beverages Well Being Program that includes regular workshops and networking events
• EAP Employee Assistance
• Access to fitness clubs (T&C apply)
• Creche facility for working parents

Aptiv is an equal employment opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, national origin, sex, gender identity, sexual orientation, disability status, protected veteran status or any other characteristic protected by law.

Aptiv is a global industrial technology company enabling automated, electrified and digitalized solutions across multiple end markets. People trust us to deliver innovations that will help them progress, improve and achieve more tomorrow than they did yesterday.