Principal Machine Learning Engineer
Inito · Bengaluru · onsite · Posted 43d ago
Undisclosed8–12 yrsfulltimeSourced from
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About this role
Role Overview
We are seeking a Principal Machine Learning Engineer to lead ML system architecture, enforce technical standards, and ensure controlled, audit-ready AI development. This role operates across ML design, regulatory alignment, and risk-aware SDLC , ensuring models are scalable, explainable, and defensible.
Key Responsibilities
ML Architecture & Technical Leadership
- Define reference ML architectures for training, inference, and monitoring
- Lead Next-Generation (NG) Models lifecycle (Quantification + Cycle Tracking + App)
- Drive optimal algorithm design and system scalability
- Enforce separation of deterministic logic vs ML components
- Standardize patterns for features, datasets, and evaluations
- Maintain the ML technical roadmap
- Review system and model designs across teams
QMS & Regulatory Alignment
- Translate product claims into ML requirements
- Maintain end-to-end traceability (Requirement Model Dataset Validation Release)
- Identify algorithmic risks and mitigations
- Contribute to SRS, RMF, and V&V artifacts
- Act as technical SME during audits
AI & Software Lifecycle (Controlled SDLC)
- Drive requirements-driven ML development
- Enforce versioning of code, models, and datasets
- Define verification vs validation triggers
- Establish release gates and rollback strategies
- Integrate post-market monitoring & model drift learnings
Requirements
- Strong experience in ML system design & architecture
- 8-12 years of experience required.
- Proven expertise in production-grade ML lifecycle
- Deep understanding of scalable and explainable ML systems
- Experience with controlled SDLC / risk-aware development
- Exposure to regulated / quality-driven environments preferred
What We re Looking For
We re looking for a system-level ML leader who can:
- Provide technical direction and architectural clarity
- Balance accuracy, latency, cost, and reliability
- Reduce algorithmic and regulatory risk
- Build traceable, defensible ML systems
- Clearly justify model behavior, decisions, and safety
Disclaimer: This job posting has been aggregated from external source. Role details, content, and availability are subject to change. Applicants are advised to confirm the latest information directly on the company website before applying.
Sourced from naukri
Skills
SDLCTechnical LeadershipAlgorithm Designai developmentTriggersSystem architectureauditsregulatory riskSystem ScalabilityArchitectureSystem DesignArtificial IntelligenceMachine Learning
About Inito (samplytics Technology Private Limited)

Inito
HiringFitness & Wellness
Enabling better self care with at-home hormone tracking.
100
employees
Bengaluru, India
India
About
Inito is a health technology company specializing in medical devices and diagnostic solutions. It develops innovative, user-friendly products such as fertility and hormone testing kits that empower individuals to monitor their health at home. The company focuses on combining advanced biotechnology with digital platforms to deliver accurate, accessible, and affordable healthcare solutions globally.
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FertilityHealth DiagnosticsMedical DeviceSoftware
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