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Tata Consultancy Services · Pennington, NJ

Machine learning Engineer

Pennington, NJ$105,000 - $125,000Data & Analytics

Last seen on Tata Consultancy Services’s official careers site on August 1, 2026; it may have closed since.

Apply on Tata Consultancy Services’s careers site →

Job description

Must Have Technical/Functional Skills MLOps & Deployment

CI/CD for ML, MLflow/Kubeflow/SageMaker/Azure ML Model versioning, monitoring, retraining workflows Docker, Kubernetes for deployment Programming & Cloud: Strong Python (NumPy, pandas, scikit-learn, PyTorch/TensorFlow) Experience on AWS/Azure/GCP ML services Roles & Responsibilities Looking for a strong hands-on ML Engineer with deep experience in data science, model development, and building scalable data/ML pipelines.

Candidate must be technically solid, execution-focused, and able to deliver production-ready ML solutions.

Core Technical Skills

Needed ML Model Development: Supervised models: Logistic Regression, Random Forest, XGBoost/LightGBM, SVMs Deep learning: Neural Networks, CNN/RNN, Transformers (PyTorch or TensorFlow) Classification models and evaluation techniques (AUC, ROC, precision/recall, cross-validation)

Data Preparation & Feature Engineering

Data cleaning, handling missing values & outliers Feature scaling, encoding, time-series feature generation Strong EDA and statistical analysis skills Data Pipeline Engineering: Build and maintain ML/data pipelines using Spark, Databricks, Airflow Data ingestion, transformation, validation (Great Expectations preferred)

MLOps & Deployment

CI/CD for ML, MLflow/Kubeflow/SageMaker/Azure ML Model versioning, monitoring, retraining workflows Docker, Kubernetes for deployment Programming & Cloud: Strong Python (NumPy, pandas, scikit-learn, PyTorch/TensorFlow) Experience on AWS/Azure/GCP ML services 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.

Salary Range

$105,000 - $125,000 a year

Qualifications

BACHELOR OF COMPUTER SCIENCE

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