Machine Learning Operations Engineer

Aptiv; Bengaluru; On-site; INR 1,800,000 - 3,200,000; Full time

Benefits offered by this job

Hybrid and flexible working hours

Health insurance

Life and accident insurance

Sodexo cards for food and beverages

Well Being Program

Creche facility for working parents

Job summary

Aptiv in Bengaluru seeks an experienced MLOps Engineer to build and operate ML platforms on AWS for autonomous driving workloads, delivering scalable, multi-zone training and deployment environments with distributed, multi-GPU setups using Ray.

You will implement ML pipelines with Airflow and MLflow, maintain CI/CD via GitHub, and ensure reproducible, auditable workflows aligned with automotive engineering expectations. Strong Python and Terraform skills are essential.

Qualifications

• 5+ years of experience in ML/AI infrastructure
• Hands-on AWS experience for ML workloads
• Experience with distributed training on multi-GPU systems
• Proficient in Python for automation and pipelines
• CI/CD pipelines using GitHub-based workflows

Responsibilities

• Build and operate MLOps platforms on AWS for ML workloads
• Maintain highly available, multi-zone training and deployment environments
• Operate distributed, multi-GPU training setups (Ray clusters)
• Maintain infrastructure standards for compute, storage, networking, and security
• Implement ML pipelines using Airflow and MLflow
• Support CI/CD pipelines for ML code, models, and infrastructure (GitHub-based)
• Ensure reproducible, traceable, auditable ML workflows

Skills

AWS for ML workloads

Multi-GPU training (Ray)

Kubernetes / EKS

Terraform

Airflow

MLflow

Python

GitHub CI/CD

Tools

Ray

Kubernetes

Terraform

Airflow

MLflow

GitHub

Job description

MLOps Engineer 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. You have support. We ensure you have the resources and support you need to take care of your family and your physical and mental health with a competitive health insurance package.

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;

#LI-NB1 Privacy Notice - Active Candidates: https://www.aptiv.com/privacy-notice-active-candidates 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.

Experience Level Mid Level