Ai And Synthetic Data Engineer

Tata Consultancy Services

Irving (TX)

On-site

USD 90,000 - 150,000

Full time

4 days ago
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Benefits offered by this job

Discretionary Annual Incentive
Medical Coverage (Medical & Health)
Dental & Vision
Disability Planning & Insurance
Pet Insurance Plans
Maternal & Parental Leaves
Auto & Home Insurance
Identity Theft Protection
Commuter Benefits
Certification & Training Reimbursement
Vacation & Holidays
401K Plan

Job summary

Tata Consultancy Services Limited in Irving, TX is seeking a Senior Engineer to develop synthetic-data pipelines and AI experiments for perception and physical-AI use cases in simulated industrial environments.

You will generate labeled data from simulation, design domain randomization, and train perception models using synthetic, real, and blended datasets, with a focus on reproducibility and scalable releases.

Qualifications

  • Experience in computer vision or ML engineering with synthetic-data workflows.
  • Proficiency in Python and deep-learning frameworks.
  • Understanding of labels, ground truth, dataset bias, evaluation, and reproducibility of experiments.

Responsibilities

  • Generate labeled image, video, point-cloud, depth, segmentation, pose, and scene data from simulation.
  • Design domain randomization, scenario coverage, class balancing, and dataset versioning.
  • Train and evaluate perception models using synthetic, real, and blended datasets.
  • Measure domain gap and improve transfer through simulation, augmentation, adaptation, and real data.
  • Automate experiments, metadata capture, quality checks, and reproducible releases.

Skills

Computer vision
ML engineering
Python
Deep learning frameworks
Experiment reproducibility

Education

Bachelor of Computer Science

Job description

Job Description
Role purpose

Develop synthetic-data pipelines and AI experiments for perception and physical-AI use cases using simulated industrial environments and sensor outputs.

Key responsibilities
  • Generate labeled image, video, point-cloud, depth, segmentation, pose, and scene data from simulation.
  • Design domain randomization, scenario coverage, class balancing, and dataset versioning.
  • Train and evaluate perception models using synthetic, real, and blended datasets.
  • Measure domain gap and improve transfer through simulation, augmentation, adaptation, and targeted real data.
  • Automate experiments, metadata capture, quality checks, and reproducible releases.
Required experience and skills
  • Computer vision or ML engineering plus synthetic-data experience.
  • Python and deep-learning frameworks.
  • Understanding of labels, ground truth, dataset bias, evaluation, and experiment reproducibility.
Preferred experience

Omniverse Replicator, Isaac Sim, diffusion models, YOLO/RF-DETR, segmentation, point clouds, domain adaptation, or MLOps.

Salary Range: $90,000 - $150,000 per year

TCS Employee Benefits Summary
  • Discretionary Annual Incentive.
  • Comprehensive Medical Coverage: Medical & Health, Dental & Vision, Disability Planning & Insurance, Pet Insurance Plans.
  • Family Support: Maternal & Parental Leaves.
  • Insurance Options: Auto & Home Insurance, Identity Theft Protection.
  • Convenience & Professional Growth: Commuter Benefits & Certification & Training Reimbursement.
  • Time Off: Vacation, Time Off, Sick Leave & Holidays.
  • Legal & Financial Assistance: Legal Assistance, 401K Plan, Performance Bonus, College Fund, Student Loan Refinancing.
Location

Irving, TX

Function

TECHNOLOGY

Role

Senior Engineer

ID

437246

Skills

Artificial intelligence

Salary Range

$90,000 - $150,000

Desired Candidate Profile

Qualifications

BACHELOR OF COMPUTER SCIENCE

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