Senior ML Ops Engineer
Company
Aptiv
Location
Bangalore, India
Type
Full Time
Job Description
Senior 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:
Cloud Solutions Design and Implementation:
- Develop and implement robust cloud solutions for ML applications, including Gen AI, utilizing AWS, Azure, or GCP.
- Build MLOps pipelines on both cloud and on-premise solutions.
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- Design and manage CI/CD pipelines using GitLab CI, GitHub Actions, Circle CI, Airflow, or similar tools.
- Construct efficient data pipelines for both streaming and batch data.
- Establish and maintain data lakes and feature stores.
- Review data science models and execute code refactoring, optimization, containerization, deployment, versioning, and continuous monitoring.
- Conduct testing, validation, and automation of data science models.
- Work closely with a multidisciplinary team of data scientists, data engineers, and architects.
- Document and communicate processes effectively.
Your Background:
- Bachelor's degree + 5 years or Master's degree + 3 years of relevant experience or PhD degree in computer science, electrical engineering, or related field.
- #EXP[7-15
- Practical experience with setting up and managing ML training and data pipelines in production.
- Solid knowledge in at least a few of the following tools: Docker, Kubernetes, Kubeflow, Airflow, Mesos, SLURM, MLFlow, Metaflow.
- Experience with data versioning tools like DVC.
- Familiarity with Infrastructure as Code (IaC) to define and deploy infrastructure.Strong software development skills in Python.
Preferred Qualifications:
- Practical experience with Linux, version control systems (Git), build systems (Make, CMake, Autotools), and code review tools (Gerrit, Gitlab, Bitbucket).
- Knowledge in C/C++, JavaScript.
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;
Apply today, and together let's change tomorrow!
#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.
Date Posted
01/23/2025
Views
0
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