AZURE & Machine Learning experts

6 - 11 years

0 Lacs

Posted:1 month ago| Platform: Naukri logo

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Job Type

Full Time

Job Description

Role & responsibilities

1. Data Analysis and Model Development

  • Conduct detailed audits of CRM, application, and enrolment datasets in Azure to assess data quality, completeness, and suitability for modelling.
  • Design, develop, and implement machine learning models to forecast student numbers across multiple intakes, covering variations by course, mode, location, and student type.
  • Apply advanced statistical and machine learning methods (e.g., ARIMA, Prophet, Gradient Boosting, Random Forest, LSTM) to maximise forecast accuracy, interpretability, and reliability.
  • Validate, test, and refine models using recognised performance metrics such as RMSE, MAPE, and R to achieve required accuracy standards.

2. Integration and Automation

  • Integrate forecasting models into existing Azure-based data pipelines, leveraging Azure Data Factory, Synapse, and Data Lake services.
  • Automate model training and deployment cycles following MLOps and CI/CD best practices (using MLflow, DVC, GitHub Actions, and Azure DevOps).
  • Embed model outputs within Power BI dashboards and other visualisation tools for business and academic users.
  • Develop scalable and maintainable solutions to ensure forecasts can be efficiently retrained and updated.

3. Knowledge Transfer and Documentation

  • Collaborate with university stakeholders through virtual workshops, progress meetings, and hands-on knowledge transfer sessions.
  • Produce comprehensive technical documentation detailing data structures, model logic, retraining procedures, and maintenance guidelines.
  • Deliver training sessions for internal staff to ensure sustainable in-house management of forecasting models post-deployment.

4. Communication and Collaboration

  • Communicate technical concepts clearly and effectively to non-specialist audiences in fluent English.
  • Collaborate across international time zones using Microsoft Teams, SharePoint, or equivalent collaboration platforms.
  • Provide regular progress updates, insights, and reports on model performance, along with recommendations for continuous improvement

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