Meshack Ruto

Key Skills

Software

Label Studio

Top Subject Matter

AI training/NLP/Computer Vision

ML/AI training data

Top Data Types

Text

Image

Top Task Types

Entity Ner Classification

Classification

Freelancer Overview

Data Annotation Specialist (Freelance / Remote). Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Label Studio. Education includes Bachelor of Education, Kirinyaga University (2020). AI-training focus includes data types such as Text and labeling workflows including Entity (NER) Classification and Classification.

Labeling Experience

Data Annotation Specialist (Freelance / Remote)

Label StudioTextEntity Ner Classification

I annotated datasets for NLP and computer vision tasks involving sentiment analysis, named entity recognition, and image classification. I maintained an accuracy rate above 98% and followed complex guidelines to ensure dataset consistency. I reviewed and corrected annotations while flagging ambiguous data for clarification. • Worked on text, image, and chatbot training datasets • Tasked with improving dataset quality for AI training • Responsible for independent quality assurance and data review • Consistently delivered high-quality annotations under deadline

I annotated datasets for NLP and computer vision tasks involving sentiment analysis, named entity recognition, and image classification. I maintained an accuracy rate above 98% and followed complex guidelines to ensure dataset consistency. I reviewed and corrected annotations while flagging ambiguous data for clarification. • Worked on text, image, and chatbot training datasets • Tasked with improving dataset quality for AI training • Responsible for independent quality assurance and data review • Consistently delivered high-quality annotations under deadline

2021 - Present

Data Entry & Data Labeling Specialist

Label StudioTextClassification

I labeled structured and unstructured data for machine learning purposes with a focus on accuracy and organization. I performed data cleaning and validation to ensure high-quality input for ML models. I handled large volumes of data within strict deadlines while maintaining confidentiality. • Specialized in text data annotation and data entry • Conducted initial quality checks and categorization • Ensured all data labeling adhered to project requirements • Supported dataset preparation for training purposes

I labeled structured and unstructured data for machine learning purposes with a focus on accuracy and organization. I performed data cleaning and validation to ensure high-quality input for ML models. I handled large volumes of data within strict deadlines while maintaining confidentiality. • Specialized in text data annotation and data entry • Conducted initial quality checks and categorization • Ensured all data labeling adhered to project requirements • Supported dataset preparation for training purposes

2019 - 2021

Education

Work History