Nadiya Nazir

Key Skills

Software

Other

iMerit

Top Subject Matter

AI Language Models

Video Data for AI

Multilingual NLP

Top Data Types

Text

Video

Document

Top Task Types

Data Collection

Classification

Freelancer Overview

Freelance AI Trainer – Populii. Professional background includes roles such as Telecaller and Telecaller. Core strengths include Other and iMerit. Education includes Master of Arts, University of Kashmir (2018) and Bachelor of Arts, University of Kashmir (2016). AI-training focus includes data types such as Text and Video and labeling workflows including Evaluation, Rating, and Data Collection.

Labeling Experience

Freelance AI Data Trainer – CrowdGen

OtherTextClassification

At CrowdGen, I executed data classification, ranking, and evaluation tasks aimed at enhancing the performance of natural language processing systems. I was responsible for delivering high-quality labeled data and ensuring consistency across annotation tasks. I also managed data tracking through Excel and graphic user interface (GUI) tools. • Performed classification, ranking, and evaluation of language data. • Maintained data quality through systematic annotation practices. • Utilized Excel and GUI platforms for data management. • Supported the development of NLP systems through high-quality labeling.

At CrowdGen, I executed data classification, ranking, and evaluation tasks aimed at enhancing the performance of natural language processing systems. I was responsible for delivering high-quality labeled data and ensuring consistency across annotation tasks. I also managed data tracking through Excel and graphic user interface (GUI) tools. • Performed classification, ranking, and evaluation of language data. • Maintained data quality through systematic annotation practices. • Utilized Excel and GUI platforms for data management. • Supported the development of NLP systems through high-quality labeling.

2022 - Present

Freelance AI Data Trainer – iMerit

ImeritVideoData Collection

As a Freelance AI Data Trainer at iMerit, I worked on projects involving the collection and verification of home-based video datasets. My work involved ensuring compliance with project-specific guidelines and maintaining data quality. I also contributed to documentation and quality assurance workflows. • Collected and organized video data required for AI model training. • Ensured data met quality and compliance standards. • Conducted regular reviews to maintain dataset integrity. • Collaborated with quality assurance teams for documentation.

As a Freelance AI Data Trainer at iMerit, I worked on projects involving the collection and verification of home-based video datasets. My work involved ensuring compliance with project-specific guidelines and maintaining data quality. I also contributed to documentation and quality assurance workflows. • Collected and organized video data required for AI model training. • Ensured data met quality and compliance standards. • Conducted regular reviews to maintain dataset integrity. • Collaborated with quality assurance teams for documentation.

2021 - Present

Freelance AI Data Trainer – RWS Group

OtherText

During my engagement as a Freelance AI Data Trainer at RWS Group, I annotated and reviewed multilingual datasets for natural language processing applications. My role included evaluating AI outputs for bias, safety, and linguistic quality. I utilized Linux-based environments and browser-based tools for efficient labeling tasks. • Annotated and reviewed multilingual text datasets. • Conducted bias, safety, and linguistic quality checks for AI outputs. • Utilized browser-based labeling platforms on Ubuntu/Linux. • Collaborated in AI evaluation projects to improve language models.

During my engagement as a Freelance AI Data Trainer at RWS Group, I annotated and reviewed multilingual datasets for natural language processing applications. My role included evaluating AI outputs for bias, safety, and linguistic quality. I utilized Linux-based environments and browser-based tools for efficient labeling tasks. • Annotated and reviewed multilingual text datasets. • Conducted bias, safety, and linguistic quality checks for AI outputs. • Utilized browser-based labeling platforms on Ubuntu/Linux. • Collaborated in AI evaluation projects to improve language models.

2020 - Present

Freelance AI Trainer – Populii

OtherText

As a Freelance AI Trainer at Populii, I contributed to projects focused on evaluating and annotating language model outputs. My main responsibilities included providing structured feedback for improving the quality of AI-generated responses. I ensured that outputs were accurate, unbiased, and linguistically appropriate. • Evaluated large language model (LLM) responses for accuracy and relevance. • Annotated multilingual outputs and suggested improvements. • Provided systematic feedback for ongoing model development. • Followed strict quality and safety guidelines.

As a Freelance AI Trainer at Populii, I contributed to projects focused on evaluating and annotating language model outputs. My main responsibilities included providing structured feedback for improving the quality of AI-generated responses. I ensured that outputs were accurate, unbiased, and linguistically appropriate. • Evaluated large language model (LLM) responses for accuracy and relevance. • Annotated multilingual outputs and suggested improvements. • Provided systematic feedback for ongoing model development. • Followed strict quality and safety guidelines.

2020 - Present

Data Annotator – Innodata India Pvt. Ltd.

OtherTextClassification

As a Data Annotator at Innodata India Pvt. Ltd., I worked on annotating both structured and unstructured textual datasets for various machine learning projects. My role involved conducting quality assurance checks to ensure consistency and reviewing multimedia content using internal tools. I was meticulous in delivering accurate and high-quality annotations. • Labeled structured and unstructured text data for machine learning. • Conducted regular quality and consistency reviews. • Reviewed multimedia with productivity and annotation tools. • Maintained annotation documentation for future reference.

As a Data Annotator at Innodata India Pvt. Ltd., I worked on annotating both structured and unstructured textual datasets for various machine learning projects. My role involved conducting quality assurance checks to ensure consistency and reviewing multimedia content using internal tools. I was meticulous in delivering accurate and high-quality annotations. • Labeled structured and unstructured text data for machine learning. • Conducted regular quality and consistency reviews. • Reviewed multimedia with productivity and annotation tools. • Maintained annotation documentation for future reference.

2019 - 2020

Education

Work History