Open to opportunities

Manan Natani

@manannatani

AI/ML engineer with 7+ years at Amazon, delivering production ML and GenAI systems through data quality and deployments.

India

Message

What I'm looking for

I want to grow into LLM deployment and GPU infrastructure optimization, helping production AI systems stay reliable. I bring a proven troubleshooting mindset, strong data-quality discipline, and collaboration with engineering and customer-facing teams to ship dependable GenAI.

I’m an AI/ML professional with 7+ years at Amazon, working at the intersection of machine learning, data quality, and production AI systems across Alexa and AWS AI services. I’ve supported end-to-end production readiness by building hands-on expertise in AWS SageMaker, cloud AI pipelines, and production ML deployment support—backed by maintaining 98%+ accuracy across high-volume ML workflows.

I focus on improving model reliability through rigorous data audits, anomaly detection, and workflow improvements that increase throughput without sacrificing quality. I’m also building applied expertise in Generative AI, LLMs, and prompt engineering, and I’m excited to grow into LLM deployment and GPU infrastructure optimization while troubleshooting production AI systems and collaborating closely with engineering and customer-facing teams.

Experience

Work history, roles, and key accomplishments

Current

Machine Learning Data Assoc II

Current

Amazon

Oct 2024 - Present (1 year 10 months)

Led data annotation projects to train and fine-tune production-grade ML models for Alexa/AWS AI services. Annotated and validated data in AWS SageMaker for Rufus, maintained 98%+ data accuracy through audits, and improved data throughput by identifying recurring anomalies.

AWS Sagemaker Data Annotation Model Training Model Fine Tuning Data Validation Data Auditing Anomaly Detection data preprocessing Feature Engineering Cross Functional Collaboration

Data Associate I (ML Data)

Amazon

Aug 2023 - Oct 2024 (1 year 2 months)

Processed and labeled large volumes of raw text, image, and audio data to support ML and deep learning training. Performed image bounding box annotation for computer vision and investigated ambiguous or discrepant data to improve dataset quality and evaluation reliability.

Data Labeling ML Dataset Creation Audio Annotation Image Annotation Data Cleaning Data Quality Assurance ML Evaluation

Virtual Customer Support (AI)

Amazon

Sep 2019 - Aug 2023 (3 years 11 months)

Used AI-assisted tools and data systems to resolve complex customer issues related to orders, payments, and account management. Maintained high CSAT and adapted to evolving AI support tools and policy updates.

CSAT ORDERS Payments Support Account Management Tool and Policy Adaptation

Customer Support Associate

Teleperformance

Aug 2018 - Sep 2019 (1 year 1 month)

Handled customer queries and escalations in a high-volume environment while maintaining quality and performance benchmarks. Provided timely support and followed escalation processes to address customer needs.

Customer Support Escalation Handling High Volume