Senior AI/ML Engineer

Advanced Sterilization Products; Karnataka; On-site; INR 1,800,000 - 3,000,000; Full time

Job summary

Advanced Sterilization Products in India, Karnataka is seeking a Senior AI/ML Engineer to lead end-to-end ML/AI solutions on an AWS-based analytics platform. You will architect production-grade ML systems, mentor engineers, and drive MLOps practices across the team.

You will design AI agents, automated workflows using Amazon Quick, and scalable data pipelines with AWS services. Strong Python, PyTorch, TensorFlow, and REST API skills are required.

Qualifications

• Expert in Python with production-grade code.
• Hands-on experience with PyTorch, TensorFlow, and scikit-learn.
• Deep understanding of model training, evaluation, and inference at scale.
• Experience building AI agents and automated workflows; proficient with Amazon Quick.
• Experience connecting LLMs/AI agents with external tools via MCP servers.
• Strong REST API design and production ML serving experience.
• Cloud platforms (AWS, Azure, GCP) and containerization (Docker).
• Proficient with Git, CI/CD and ML infrastructure best practices.

Responsibilities

• Architect, train, evaluate, and optimize ML models end-to-end.
• Design and build AI agents and automated workflows using Amazon Quick and AWS tools.
• Define and implement efficient ML workflows for performance, scalability, and cost.
• Maintain serverless data pipelines using AWS Glue, Step Functions, Lambda, EventBridge Scheduler.
• Lead analytics service engine design for ingesting, transforming, querying data in S3/Delta Tables.
• Establish MLOps practices, CI/CD pipelines, and infrastructure standards.
• Integrate with external systems like SAP and Salesforce for data sourcing.
• Design and build REST APIs and model-serving infra for production workloads.
• Mentor junior engineers, conduct code reviews, and set technical standards.
• Collaborate with stakeholders to translate business needs into ML solutions.

Skills

Python

PyTorch

TensorFlow

scikit-learn

AI agents

Amazon Quick

MCP

REST APIs

AWS

Docker

CI/CD

ML Ops

Tools

Docker

AWS

Job description

About The Role

We\'re seeking a Senior AI/ML Engineer to lead the design, development, and deployment of ML/AI solutions, agents, and data automations across our AWS-based analytics platform. In this role, you\'ll architect end-to-end ML systems, set technical direction, mentor junior engineers and analysts, and drive best practices in MLOps and ML infrastructure. This is a high-impact role for an experienced engineer who can own complex, ambiguous problems and deliver production-grade machine learning and AI agent solutions.

Key Responsibilities

• Architect, train, evaluate, and optimize machine learning models, owning the full model lifecycle from experimentation to production


• Design and build AI agents and automated workflows using Amazon Quick and AWS orchestration tools


• Define and implement efficient ML workflows, optimizing for performance, scalability, and cost


• Architect and maintain serverless data pipelines using AWS Glue, Step Functions, Lambda, and EventBridge Scheduler


• Lead the design of our analytics service engine for ingesting, transforming, and querying data across S3 storage (Excel/CSV files, Delta Tables, library files)


• Establish MLOps practices, CI/CD pipelines, and infrastructure standards for the team


• Integrate with external systems (e.g., SAP, Salesforce) and design robust data-sourcing strategies


• Design and build REST APIs and model-serving infrastructure for production workloads


• Mentor junior engineers, conduct code reviews, and set technical standards


• Partner with cross-functional stakeholders to translate business needs into ML solutions

Required Technical Skills

• Programming: Expert in Python with a track record of writing clean, well-tested, production-grade code


• ML Frameworks: Strong, hands-on experience with PyTorch, TensorFlow, and scikit-learn


• Model Development: Deep understanding of model training, evaluation, inference, and optimization for efficient ML at scale


• AI Agents & Automation: Proven experience building AI agents and automated workflows; proficient with Amazon Quick


• MCP & Tool Integration: Experience building and integrating Model Context Protocol (MCP) servers to connect LLMs and AI agents with external tools, data sources, and services


• APIs & Serving: Strong experience designing REST APIs and deploying/serving ML models in production


• Cloud & Infrastructure: Solid experience with cloud platforms (AWS, Azure, GCP) and containerization (Docker)


• MLOps & Tooling: Proficient with Git, CI/CD pipelines, and ML infrastructure best practices

Familiarity with Our Architecture

Our Team\'s Analytics Platform Is Built On AWS. Deep Familiarity With The Following Components Is Expected, And You\'ll Help Shape How We Use And Evolve Them

• Orchestration & Compute: AWS Glue, AWS Step Functions, AWS Lambda, EventBridge Scheduler


• Storage & Data: S3 (CSV/Excel, Delta Tables, library files), Glue Data Catalog, Glue Crawler


• Query & Analytics: Amazon Athena


• AI & Automation: Amazon Quick


• Integration: External systems such as SAP and Salesforce


• Notifications: Amazon SNS and Amazon SES for alerting and email


• Infrastructure & Security: AWS IAM, AWS Secrets Manager, CloudWatch, AWS Systems Manager (for environment parameters)\\


• Source Control & CI/CD: Bitbucket for version control, pull request workflows, and pipeline-based deployments

Core Competencies

• Problem-Solving: Independently solves complex, ambiguous ML and automation challenges and designs scalable solutions


• Technical Leadership: Sets technical direction, drives architecture decisions, and mentors junior engineers


• Collaboration: Leads cross-functional initiatives and owns the delivery of significant components end-to-end


• Continuous Improvement: Champions MLOps, software engineering best practices, and ML infrastructure across the team


• Code Quality: Sets and enforces high standards through clean, testable code, rigorous reviews, and robust version control

Fortive Corporation Overview

Fortive\'s essential technology makes the world safer and more productive. We accelerate transformation in high-impact fields like workplace safety, build environments, and healthcare.

We are a global industrial technology innovator with a startup spirit. Our forward-looking companies lead the way in healthcare sterilization, industrial safety, predictive maintenance, and other mission-critical solutions. We\'re a force for progress, working alongside our customers and partners to solve challenges on a global scale, from workplace safety in the most demanding conditions to advanced technologies that help providers focus on exceptional patient care.

We are a diverse team 10,000 strong, united by a dynamic, inclusive culture and energized by limitless learning and growth. We use the proven Fortive Business System (FBS) to accelerate our positive impact.

At Fortive, we believe in you. We believe in your potential—your ability to learn, grow, and make a difference.

At Fortive, we believe in us. We believe in the power of people working together to solve problems no one could solve alone.

At Fortive, we believe in growth. We\'re honest about what\'s working and what \`isn't\`, and we never stop improving and innovating.

Fortive: For you, for us, for growth.

About Advanced Sterilization Products

ASP is a leading global provider of innovative sterilization and disinfection solutions, and a pioneer of low-temperature hydrogen peroxide sterilization technology.ASP\’s mission is to protect patients during their most critical moments. We support healthcare facilities in the fight to protect patients against hospital acquired infections, which are a leading cause of morbidity and mortality. ASP\’s products, which are sold globally, include the STERRAD system for sterilizing instruments and the EVOTECH and ENDOCLENS systems for endoscope reprocessing and cleaning.

We Are an Equal Opportunity Employer. Fortive Corporation and all Fortive Companies are proud to be equal opportunity employers. We value and encourage diversity and solicit applications from all qualified applicants without regard to race, color, national origin, religion, sex, age, marital status, disability, veteran status, sexual orientation, gender identity or expression, or other characteristics protected by law. Fortive and all Fortive Companies are also committed to providing reasonable accommodations for applicants with disabilities. Individuals who need a reasonable accommodation because of a disability for any part of the employment application process, please contact us at [e-mail].

Bonus or Equity

This position is also eligible for bonus as part of the total compensation package.

ASP is a leading global provider of innovative sterilization and disinfection solutions, and a pioneer of low-temperature hydrogen peroxide sterilization technology.ASP\’s mission is to protect patients during their most critical moments. We support healthcare facilities in the fight to protect patients against hospital acquired infections, which are a leading cause of morbidity and mortality. ASP\’s products, which are sold globally, include the STERRAD system for sterilizing instruments and the EVOTECH and ENDOCLENS systems for endoscope reprocessing and cleaning.

We Are an Equal Opportunity Employer. Fortive Corporation and all Fortive Companies are proud to be equal opportunity employers. We value and encourage diversity and solicit applications from all qualified applicants without regard to race, color, national origin, religion, sex, age, marital status, disability, veteran status, sexual orientation, gender identity or expression, or other characteristics protected by law. Fortive and all Fortive Companies are also committed to providing reasonable accommodations for applicants with disabilities. Individuals who need a reasonable accommodation because of a disability for any part of the employment application process, please contact us at [e-mail].

This position is also eligible for bonus as part of the total compensation package.