Piyush Wanhere
Result-oriented professional, with 7 years of experience, pursuing a dynamic role in ML Operations, Business Analysis in IT and Finance domain
- Role
- Consultant at KPMG
- Location
- Mumbai, IN
- LinkedIn followers
- 500 followers
Experience
Consultant
Oct 2022 — Present · IN
Coordinated the CI/CD pipeline setup and end-to-end model lifecycle management, including deployment, retraining, and monitoring, across DEV, TEST, and PROD environments in Azure.• Partnered with platform engineering teams to define and document deployment requirements, governance protocols, rollback strategies, and model versioning practices.• Managed app service environments and Azure container registries across 32 regions, ensuring multi-region compatibility, scalability, and minimal downtime during releases.• Oversaw model packaging using Docker and utilized Kubernetes for orchestrating, deploying, and scaling containerized ML applications in production environments.• Implemented monitoring workflows to track model performance, detect drift, and automate alerts, ensuring compliance with SLA and governance standards.• Facilitated alignment between Data Science, DevOps, and QA teams by documenting integration points and maintaining deployment workflow consistency.• Delivered training materials and conducted stakeholder walkthroughs to ensure smooth onboarding, pipeline usage, and post-deployment model monitoring• Spearheaded the end-to-end Business Requirement Document (BRD) development for over 100 regulatory, operational, and system-generated reports across verticals such as retail, corporate, and compliance.• Collaborated with stakeholders to gather requirements and define report field-level definitions, derivation logic, and data lineage.• Facilitated workshops with business and IT teams to identify manual and system-based reporting dependencies, ensuring complete data traceability.• Managed data mapping and ingestion planning, aligning source systems with the target EDW schema for efficient development and validation.• Supported project scoping, estimation, and roadmap creation in alignment with SDLC and Agile delivery methodologies.
Education
ICFAI Business School
Master of Business Administration - MBA
2014 — 2016
P.R.M.I.T&R
B.E
2009 — 2013
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