Machine learning Engineer
Tata Consultancy Services
Job Description
MLOps & Deployment CI/CD for ML, MLflow/Kubeflow/SageMaker/Azure ML 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 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 (Details) 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 #J-18808-Ljbffr