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Mahidhar Panyam

Mahidhar Panyam
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https://www.linkedin.com/in/mahidharpanyam/

Member for

4 months 3 weeks

Mahidhar Panyam is a seasoned Program Manager with over two decades of experience driving global business transformation, system integration, test strategy and process improvement. Currently a Consultant in Business Transformation at Dell Technologies, he leads strategic initiatives that streamline operations, enhance customer experience, and enable scalable growth. Mahidhar holds an MBA in Supply Chain and an Masters in Power Electronics.

Company
Dell Technologies
Job Function
Project Management
Job Title
Consultant, Transformation PM • Business Transformation
Industry
Computer Manufacturer (Hardware, Peripherals, etc)
Interests
Artificial Intelligence/Machine Learning (AI/ML)
Configuration Management
Leadership
Measurement & Metrics
Process Improvement
Project Management
Requirements/Business Analysis
Test Automation
Testing/QA
Country
United States
Profile picture for user mpanyam
Mahidhar Panyam

Mahidhar Panyam is a seasoned Program Manager with over two decades of experience driving global business transformation, system integration, test strategy and process improvement. Currently a Consultant in Business Transformation at Dell Technologies, he leads strategic initiatives that streamline operations, enhance customer experience, and enable scalable growth. Mahidhar holds an MBA in Supply Chain and an Masters in Power Electronics.

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camera lens creating focus From Chaos to Clarity: Using Machine Learning to Revolutionize Test Scenario Design

Traditional manual test design often fails to reflect real-world business activity, leading to inefficient suites and wasted effort. This article proposes a machine learning-driven workflow using UMAP for visualization and K-Means for clustering. By transforming raw production data into statistically validated test profiles, organizations can optimize coverage, reduce redundancy, and ensure testing aligns with actual production usage patterns.