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Huba Syed

Huba Syed

GenAI Data Annotator / LLM Training Data Specialist – Amazon

India flagHyderabad, India
IntermediateOther

Key Skills

Software

Other

Top Subject Matter

E-commerce Fraud Detection
Customer Transactions
Healthcare Documentation

Top Data Types

TextText
AudioAudio
DocumentDocument

Top Task Types

ClassificationClassification
TranscriptionTranscription

Freelancer Overview

GenAI Data Annotator / LLM Training Data Specialist – Amazon. Core strengths include Internal, Proprietary Tooling, and Other. Education includes Master of Science, Kakatiya University (2018) and Bachelor of Science, Kakatiya University (2016). AI-training focus includes data types such as Text and Audio and labeling workflows including Classification and Transcription.

IntermediateEnglish

Labeling Experience

GenAI Data Annotator / LLM Training Data Specialist – Amazon

TextClassification
As a CAP Associate at Amazon, I classified and annotated customer transaction texts for fraud detection and AI training. I maintained a near-perfect accuracy rate while processing over 200 text records daily, ensuring the highest standards for LLM training data. I adhered strictly to RLHF protocols and quality benchmarks throughout every annotation task. • Labeled suspicious behavioral patterns in textual transaction datasets for machine learning pipelines. • Produced detailed, structured annotations in an internal proprietary tool ensuring 100% compliance. • Collaborated closely with QA and operations teams for weekly validation of flagged cases. • Processed thousands of case documents monthly, directly supporting large-scale supervised LLM fine-tuning.

As a CAP Associate at Amazon, I classified and annotated customer transaction texts for fraud detection and AI training. I maintained a near-perfect accuracy rate while processing over 200 text records daily, ensuring the highest standards for LLM training data. I adhered strictly to RLHF protocols and quality benchmarks throughout every annotation task. • Labeled suspicious behavioral patterns in textual transaction datasets for machine learning pipelines. • Produced detailed, structured annotations in an internal proprietary tool ensuring 100% compliance. • Collaborated closely with QA and operations teams for weekly validation of flagged cases. • Processed thousands of case documents monthly, directly supporting large-scale supervised LLM fine-tuning.

2024 - 2025

Process Executive — Text Annotation (Healthcare Data) – Cognizant

OtherTextClassification
In my Process Executive role at Cognizant Technology Solutions, I labeled, reviewed, and corrected sensitive healthcare text documentation for quality and compliance. My daily responsibilities included annotating complex patient narratives to support NLP tasks and AI model evaluation. I maintained high accuracy standards by exceeding output targets and closely following HIPAA protocols. • Labeled and annotated structured patient documentation for healthcare AI datasets. • Coordinated with multiple healthcare professionals for quality compliance annotation. • Adapted annotation workflows from audio transcription to text-based tasks as needed. • Demonstrated essential productivity and reliability for remote AI data labeling roles.

In my Process Executive role at Cognizant Technology Solutions, I labeled, reviewed, and corrected sensitive healthcare text documentation for quality and compliance. My daily responsibilities included annotating complex patient narratives to support NLP tasks and AI model evaluation. I maintained high accuracy standards by exceeding output targets and closely following HIPAA protocols. • Labeled and annotated structured patient documentation for healthcare AI datasets. • Coordinated with multiple healthcare professionals for quality compliance annotation. • Adapted annotation workflows from audio transcription to text-based tasks as needed. • Demonstrated essential productivity and reliability for remote AI data labeling roles.

2023 - 2024

Process Executive — Voice (Healthcare Data Annotation) – Cognizant

OtherAudioTranscription
At Cognizant Technology Solutions, I transcribed and annotated medical audio dictations for structured healthcare documentation. Each day, I processed over 100 audio files, upholding a 97%+ transcription accuracy standard and following HIPAA-aligned compliance. My work closely mirrored real-world AI audio labeling and NLP workflow standards. • Reviewed, structured, and labeled patient dictations using voice recognition tools. • Ensured annotation and correction of complex medical narratives for dataset accuracy. • Collaborated with healthcare professionals to annotate sensitive health information. • Applied strict confidentiality to all data, supporting ethical AI training practices.

At Cognizant Technology Solutions, I transcribed and annotated medical audio dictations for structured healthcare documentation. Each day, I processed over 100 audio files, upholding a 97%+ transcription accuracy standard and following HIPAA-aligned compliance. My work closely mirrored real-world AI audio labeling and NLP workflow standards. • Reviewed, structured, and labeled patient dictations using voice recognition tools. • Ensured annotation and correction of complex medical narratives for dataset accuracy. • Collaborated with healthcare professionals to annotate sensitive health information. • Applied strict confidentiality to all data, supporting ethical AI training practices.

2023 - 2024

Education

K

Kakatiya University

Master of Science, Science

Master of Science
2018 - 2018
K

Kakatiya University

Bachelor of Science, Science

Bachelor of Science
2016 - 2016

Work History

A

Amazon

Cap Associate

Hyderabad
2024 - 2025
C

Cognizant

Process Associate

Hyderabad
2023 - 2024