Technical Lead-MLOps:

Aptiv; Bengaluru; On-site; INR 2,500,000 - 5,500,000; Full time

Benefits offered by this job

Higher education programs (Udacity/Ud­

Life and accident insurance

Sodexo cards for food and beverages

Well Being Program

Employee Assistance Program

Fitness club access

Creche facility for working parents

Job summary

Aptiv is hiring a Technical Lead-MLOps in Bengaluru to lead scalable ML platforms on AWS for autonomous driving workloads. You will own end-to-end MLOps pipelines, training infrastructure, and CI/CD integrations, enabling reproducible models and reliable deployments.

You will collaborate with data scientists and engineering teams to deploy multi-GPU training, manage cloud infrastructure, and enforce security and reliability standards across our ML lifecycle.

Qualifications

• 5+ years of experience with AWS for ML workloads.
• Experience with multi-GPU / distributed training (Ray or equivalent).
• Kubernetes / EKS infrastructure as code (Terraform).
• Airflow and MLflow experience.
• Proficient Python for automation, pipelines, and tooling.
• Experience building and operating CI/CD pipelines (GitHub).

Responsibilities

• 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 Airflow for orchestration.
• Use 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 and auditable.

Skills

AWS for ML workloads

Python for automation

CI/CD pipelines

Tools

Kubernetes

EKS

Terraform

Airflow

MLflow

GitHub

Ray

Job description

Technical Lead-MLOps: 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 Roles and Responsibilities:

Core Competencies & Demonstrated Success:

• 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

• 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 grow at Aptiv. Aptiv's winning culture is global by design. We bring together diverse perspectives, cultures, and business contexts to solve our customers' toughest challenges.

In this environment, every individual can grow, lead, and make an impact, regardless of background, because inclusion fuels how we innovate and win.

You make an impact at Aptiv. One of the strengths of humanity is our drive to progress, to improve, to achieve more tomorrow than we did yesterday. People need solutions they can trust when it matters most. At Aptiv, you are building those solutions every day.

You have support at Aptiv. We ensure you have the resources and support you need to take care of your family, your physical health, and your mental health with a competitive benefits package.

Your Benefits at Aptiv:

• 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

Meet the Next-Generation Aptiv:

At Aptiv, we deliver innovative solutions that people trust when it matters most. Progress is never static. It is about reaching further, exploring new possibilities, and enabling mobility. Aptiv empowers customers to create solutions people rely on—advancing safety and autonomy in Automotive and Commercial Vehicles, enabling mission‑critical performance in Aerospace & Defense, and powering intelligent systems across Energy, Enterprise, and Telecommunications. We also drive precision and efficiency in Industrials & Robotics and support life‑critical innovation in Medical technologies. Guided by our winning culture and values to Think & Act Like Owners, as One Team, and Play to Win, we turn commitment into results and achieve more together.

Join Us to Deliver Innovative Solutions That People Trust!

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.