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Tata Consultancy Services

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Data Scientist

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Description

Role & responsibilities



  • Analyze large and complex datasets to identify business insights and patterns.
  • Develop, train, validate, and optimize machine learning models.
  • Perform data cleaning, preprocessing, feature engineering, and exploratory data analysis.
  • Build predictive and classification models using appropriate ML algorithms.
  • Apply statistical techniques such as hypothesis testing, regression, probability analysis, and experimentation.
  • Develop solutions using Python, SQL, Pandas, NumPy, and Scikit-learn.
  • Work on supervised and unsupervised learning techniques.
  • Evaluate models using suitable metrics such as precision, recall, F1-score, ROC-AUC, RMSE, and MAE.
  • Collaborate with Data Engineers, ML Engineers, business analysts, and stakeholders.
  • Deploy and monitor ML models in production environments.
  • Communicate technical findings and recommendations to business stakeholders.
  • Follow model governance, versioning, documentation, and reproducibility practices.


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