Design and execute test strategies for AI/ML solutions including functional, integration, regression, API, and end-to-end testing. Validate model outputs, performance metrics, data quality, pipelines, feature engineering, and detect bias, drift, or degradation. Automate tests using Python and PyTest and test APIs with Postman.
Company Description
SOAIS is a leading enterprise IT solutions provider which has a passion for customer satisfaction, technology innovation with profound industry and business process expertise. It offers a full spectrum of technology solutions in the arena of Oracle Cloud Applications, PeopleSoft, WorkSoft, Workday and niche technology areas such as mobility
Job DescriptionThe candidate will be responsible for designing and executing comprehensive test strategies to ensure the accuracy, reliability, performance, scalability, and robustness of AI/ML solutions.
Key Responsibilities:
- Design and execute test strategies, test plans, test scenarios, and test cases for AI/ML applications.
- Perform functional, integration, regression, system, API, and end-to-end testing.
- Validate AI/ML model outputs against expected results and business requirements.
- Test data quality, data pipelines, preprocessing, feature engineering, and data transformations.
- Validate model performance using appropriate metrics such as accuracy, precision, recall, F1-score, ROC-AUC, MAE, and RMSE.
- Identify and validate issues related to model bias, data drift, model degradation, and inconsistent predictions.
- Perform testing of REST APIs and AI/ML services using tools such as Postman.
- Develop and maintain automation test scripts using Python and frameworks such as PyTest.
- Basic to good understanding of Machine Learning concepts and algorithms.
- Understanding of supervised and unsupervised learning.
- Experience validating ML model predictions and outputs
All your information will be kept confidential according to EEO guidelines.
SOAIS Bengaluru, Karnataka, IND Office
Bengaluru, India
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