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Avish Kasapu

ML Data Associate I

India flagpayakaraopeta, India
$8.00/hrIntermediateAws SagemakerAnno MageLabelbox

Key Skills

Software

AWS SageMakerAWS SageMaker
Anno-MageAnno-Mage
LabelboxLabelbox

Top Subject Matter

Machine Learning Model Training
Prompt Evaluation for LLM Alignment and RLHF
Legal Services & Contract Review

Top Data Types

TextText
ImageImage
DocumentDocument

Top Task Types

Bounding Box
Polygon
Segmentation
Classification
Point Key Point
Polyline
Object Detection
Text Generation
Question Answering
Text Summarization
RLHF
Fine Tuning
Transcription
Evaluation Rating
Prompt Response Writing SFT

Freelancer Overview

ML Data Associate I. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Technology, Godavari Institute of Engineering and Technology (2022). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

IntermediateEnglish

Labeling Experience

ML Data Associate I

Text
As an ML Data Associate I at Amazon, I annotated and validated text, audio, image, and video data to train machine learning models. I followed detailed project guidelines, ensured accuracy, and collaborated with ML teams to improve annotation strategies. Regularly reviewing labeled data for quality, I met productivity and compliance targets in a metrics-driven environment. • Managed multimodal dataset labeling, including text, image, audio, and video. • Used internal/proprietary tooling for annotation and quality feedback. • Supported data improvement by identifying labeling pattern issues. • Maintained confidentiality while handling sensitive AI data.

As an ML Data Associate I at Amazon, I annotated and validated text, audio, image, and video data to train machine learning models. I followed detailed project guidelines, ensured accuracy, and collaborated with ML teams to improve annotation strategies. Regularly reviewing labeled data for quality, I met productivity and compliance targets in a metrics-driven environment. • Managed multimodal dataset labeling, including text, image, audio, and video. • Used internal/proprietary tooling for annotation and quality feedback. • Supported data improvement by identifying labeling pattern issues. • Maintained confidentiality while handling sensitive AI data.

2024 - Present

MIL Prompt Grading Workflow – AI Training Simulation Project

Text
In a simulated AI training project, I executed a Machine Learning Input Labeling (MIL) prompt grading workflow. This involved annotating over 500 prompt-response pairs for various quality factors aligned with RLHF processes. I applied detailed rubrics and QA-reviewed annotations to support LLM supervised learning. • Labeled prompt–response pairs focusing on accuracy, relevance, and bias. • Used review-ready, high-quality evaluation standards for annotation. • Contributed to dataset creation for virtual assistants and enterprise bots. • Gained hands-on experience with structured AI annotation tools and logic.

In a simulated AI training project, I executed a Machine Learning Input Labeling (MIL) prompt grading workflow. This involved annotating over 500 prompt-response pairs for various quality factors aligned with RLHF processes. I applied detailed rubrics and QA-reviewed annotations to support LLM supervised learning. • Labeled prompt–response pairs focusing on accuracy, relevance, and bias. • Used review-ready, high-quality evaluation standards for annotation. • Contributed to dataset creation for virtual assistants and enterprise bots. • Gained hands-on experience with structured AI annotation tools and logic.

2024 - 2024

Education

G

Godavari Institute of Engineering and Technology

Bachelor of Technology, Engineering and Technology

Bachelor of Technology
2019 - 2022

Work History

A

alignerr ai

Freelancer

payakaraopeta
2025 - Present
A

amazon

Ml Data associate

hyderabad
2024 - 2025