Senior Data Scientist at Caterpillar Inc.

Chennai, Tamil Nadu, India

Caterpillar Inc. Logo
Not SpecifiedCompensation
Senior (5 to 8 years)Experience Level
Full TimeJob Type
UnknownVisa
Technology, Manufacturing, DigitalIndustries

Requirements

  • Deep expertise in machine learning and deep learning techniques — designs composable model services (ensembles, retrieval augmented generation, multimodal orchestration), establishes rigorous evaluation methods
  • Demonstrated experience in leveraging classical optimization (branch & bound, heuristics, integer programming) techniques
  • Advanced Python knowledge to handle high-performance analytical workloads, simulation and deployment
  • Deep knowledge of manufacturing process analytics: multivariate analysis, defect analytics

Responsibilities

  • Architect end-to-end ML and synthetic data pipelines to drive continuous improvement in virtual manufacturing, using OpenUSD/Omniverse simulations
  • Develop advanced generative and optimization models for scheduling, material flow, quality prediction, and process control; deploy on digital twins for closed-loop optimization
  • Evaluate and implement modern optimization algorithms: stochastic search, evolutionary/genetic, reinforcement, and multi-objective optimization
  • Lead model validation using industrial analytics metrics (yield improvement, downtime reductions, forecast accuracy)
  • Establish standards for data/model lifecycle management, production monitoring, and feedback from physical operations

Skills

Data Science
AI
Machine Learning
IoT
Advanced Analytics
NVIDIA Omniverse
Digital Twins
System Integration
Manufacturing Software
Python

Caterpillar Inc.

Manufactures heavy machinery for various industries

About Caterpillar Inc.

Caterpillar Inc. designs and manufactures heavy machinery and equipment for industries such as construction, mining, energy, and rail. Their products include a wide range of machinery and engines that help clients complete large-scale projects. Caterpillar's equipment works by providing powerful tools that can perform tasks like digging, lifting, and transporting materials. What sets Caterpillar apart from its competitors is its strong aftermarket support, which includes maintenance and repair services, ensuring that their machinery remains efficient and reliable over time. The company's goal is to deliver high-quality products while also focusing on sustainability and community development through initiatives that improve education and reduce poverty.

Irving, TexasHeadquarters
1925Year Founded
$143.5KTotal Funding
IPOCompany Stage
Industrial & Manufacturing, Social Impact, AI & Machine LearningIndustries
10,001+Employees

Benefits

Annual incentive bonus plan
Medical, dental, and vision coverage
Paid time off plan (Vacation, Holiday, Volunteer, Etc.)
401k savings plan
Health savings account (HSA)
Flexible spending accounts (FSAs)
Disability benefits
Life Insurance
Parental leave
Healthy Lifestyle Programs
Employee Assistance Programs
Voluntary Benefits and Employee Discounts
Tuition Reimbursement
Career Development

Risks

Closure of Aurora office may impact regional economy and Caterpillar's reputation.
Partnership with Anti Social Social Club could dilute Caterpillar's industrial brand focus.
Advanced technology in Cat D8 dozer may face resistance from traditional customers.

Differentiation

Caterpillar's century-long history underscores its reliability and industry leadership.
The company integrates AI and IoT to enhance machinery performance and customer satisfaction.
Caterpillar's strong aftermarket services ensure product longevity and operational efficiency.

Upsides

Growing demand for autonomous equipment boosts Caterpillar's innovation in heavy machinery.
Expansion of 5G networks enhances Caterpillar's remote operation capabilities, improving safety.
Caterpillar's commitment to sustainability aligns with the global shift towards eco-friendly practices.

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