MLOps & Deployment
CI/CD for ML, MLflow/Kubeflow/SageMaker/Azure ML
Model versioning, monitoring, retraining workflows
Docker, Kubernetes for deployment
Job Description
Must Have Technical/Functional Skills
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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