Data Scientist at Caterpillar Inc.

Chennai, Tamil Nadu, India

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Not SpecifiedCompensation

Mid-level (3 to 4 years), Senior (5 to 8 years)Experience Level

Full TimeJob Type

UnknownVisa

Technology, Manufacturing, DigitalIndustries

Requirements

Expert in Python (pandas, NumPy, SciPy, scikit-learn, PyTorch ecosystem); writes clean, testable code and optimizes when performance matters
Strong background in machine learning, with hands-on depth in PyTorch plus solid grasp of classical methods (tree based models, clustering, timeseries, anomaly detection) to choose the right approach for the problem
Basic optimization know-how (gradient descent, evolutionary, reinforcement learning for scheduling/planning)
Nice to Have Skills
Experience with USD asset manipulation, data ingestion from Omniverse simulations & digital twin development expertise
Data pipeline development (ETL, Airflow)

Responsibilities

Collect, preprocess and analyze multi-modal manufacturing datasets: sensor logs, event streams, image/video from virtual and real factory environments
Build and tune supervised/unsupervised models for predictive yield analytics, process bottleneck detection, and machine/production asset health forecasting
Design, generate, and validate synthetic data flows via OpenUSD-based digital twins for enhanced model robustness and continuous learning
Optimize model features through data augmentation, outlier filtering, and dimensionality reduction (PCA, t-SNE etc.)
Collaborate with the design of metric dashboards (e.g., FID, Inception Score) for monitoring generative model performance

Skills

Data Science

IoT

Advanced Analytics

Machine Learning

NVIDIA Omniverse

Digital Twins

System Integration

Manufacturing Software

Supply Chain

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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