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JobsABB

Sr Software Engineer- Model Validation

ABB

Sr Software Engineer- Model Validation

ABB

Bangalore, Karnataka, India

·

On-site

·

Full-time

·

1w ago

Required Skills

Python

Machine Learning

Data Structures

Algorithms

Statistics

At ABB, we help industries outrun - leaner and cleaner. Here, progress is an expectation - for you, your team, and the world. As a global market leader, we’ll give you what you need to make it happen. It won’t always be easy, growing takes grit. But at ABB, you’ll never run alone. Run what runs the world.

This Position reports to:

Digital Solution Engineering Manager:

Your role and responsibilities:

We are looking for a Sr software Engineer to join our Industrial Automation Digital Organization. The role requires one to responsible for AI/ML model validation, performance engineering, industrial data preparation, planning, automating simulation data and executing performance benchmark to deliver a product of the highest quality.

This role is contributing to the Process Automation Business for Digital Division in Bangalore- Southfield, India

You will be mainly accountable for below:

  • Design and review test development frameworks for machine learning models
  • Work with ML engineers to make sure that functional & non-functional requirements are addressed
  • Establish and improve metrics collection and reporting
  • Incorporate research of industry trends and apply best practices in quality engineering practices used in evolving machine learning techniques
  • Set up reference data generation pipelines using various sensors for capturing ground truth data.
  • Collect and maintain training and evaluation data based on the created test plans and test cases.
  • Integrate new data into existing ML models to track performance improvements

Qualifications for the role:

  • Bachelor/Master’s degree in computer science or equivalent from premier institutes.
  • Overall 8 + Years of experience with expertise in below:
  • 5+ years of experience with Python along with exposure to Git, Docker, Kubernetes, Helm, Kubectl
  • Exposure to Workflow orchestrations tools like Apache Airflow, Prefect, Meta Flow, Luigi, Machine learning frameworks e.g., Py Torch, Tensor Flow, ONNX
  • Exposure to Model serving in ML and working with frameworks like Tensor Flow Serving, Torch Serve, KFServing, Seldon, BentoML etc.
  • Understanding of machine learning techniques, data structures, algorithms, statistics
  • Expertise in developing automation pipelines & frameworks for verification of machine learning models
  • Experience setting up automated CI / CD environments (e.g., Git, Kubernetes) and ML content management systems (e.g., Supervisory)

Nice To Have

  • Experience in Microsoft Azure ML platform/ Microsoft Azure Certifications

More about us

ABB is a leading global technology company that energizes the transformation of society and industry to achieve a more productive, sustainable future. The Process Automation (PA) business area (>$6B revenue in 2021, 22,000 employees), automates, electrifies and digitalizes some of the most complex industrial infrastructures on this planet. Through its five divisions, it serves customers in the energy, process and hybrid industries – from hydrocarbons, chemicals, water, mining, minerals, pulp & paper to marine and ports, and many more. PA stands at the heart of some of the most important shifts in society, helping the energy-intense industries to safer, smarter and more sustainable operations to enable a prosperous, low-carbon society.

We value people from different backgrounds. Could this be your story? Apply today or visit www.abb.com to read more about us and learn about the impact of our solutions across the globe.

Fraud Warning: Any genuine offer from ABB will always be preceded by a formal application and interview process.
We never ask for money from job applicants.

For current open positions you can visit our career website https://global.abb/group/en/careers and apply.

Please refer to detailed recruitment fraud caution notice using the link https://global.abb/group/en/careers/how-to-apply/fraud-warning.

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About ABB

ABB

ABB

Public

ABB is a multinational technology corporation that provides electrification, robotics, automation, and motion solutions for industrial and infrastructure applications.

10,001+

Employees

Zurich

Headquarters

Reviews

3.5

3 reviews

Work Life Balance

3.0

Compensation

2.0

Culture

2.5

Career

3.5

Management

2.0

35%

Recommend to a Friend

Pros

Award ceremonies and achievement recognition

Professional experience opportunities

Relevant marketing and writing experience

Cons

Awards only recognize sales and leadership teams

Auxiliary departments excluded and understaffed

No cost of living raises provided

Salary Ranges

405 data points

Mid/L4

Senior/L5

Mid/L4 · Project Manager

102 reports

$117,433

total / year

Base

$109,179

Stock

-

Bonus

$8,254

$79,130

$175,443

Interview Experience

5 interviews

Difficulty

3.8

/ 5

Duration

14-28 weeks

Offer Rate

20%

Experience

Positive 0%

Neutral 60%

Negative 40%

Interview Process

1

Application Review

2

Phone Screen

3

Technical Interview

4

System Design/Panel Interview

5

Onsite/Final Round

6

Offer Decision

Common Questions

Technical Knowledge

System Design

Behavioral/STAR

Past Experience

Problem Solving