Tyler Foster

Key Skills

Software

Label Studio

CVAT

Other

Top Subject Matter

Natural Language Processing (NLP)

Swahili Language Datasets

Computer Vision

Top Data Types

Text

Image

Video

Top Task Types

Entity Ner Classification

Classification

Freelancer Overview

Freelance AI Data Annotator & Evaluator (Text/NLP). Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Label Studio, CVAT, and Other. Education includes Bachelor of Science, Kabarak University (2024). AI-training focus includes data types such as Text, Image, and Video and labeling workflows including Entity (NER) Classification, Classification, and Evaluation.

Labeling Experience

LLM Output Evaluator

OtherText

As an LLM Evaluator, I assessed language model outputs for accuracy, safety, and alignment with guidelines. This involved rating and evaluating the responses of generative AI systems using structured rubrics. The work was critical in ensuring the responsible deployment of AI models. • Performed evaluation of LLM outputs for factual correctness. • Used internal tools and guidelines for structured assessment. • Provided feedback to improve model safety and quality. • Specialized in multilingual (Swahili and English) evaluation tasks.

As an LLM Evaluator, I assessed language model outputs for accuracy, safety, and alignment with guidelines. This involved rating and evaluating the responses of generative AI systems using structured rubrics. The work was critical in ensuring the responsible deployment of AI models. • Performed evaluation of LLM outputs for factual correctness. • Used internal tools and guidelines for structured assessment. • Provided feedback to improve model safety and quality. • Specialized in multilingual (Swahili and English) evaluation tasks.

2024 - Present

Freelance AI Data Annotator (Video)

CVATVideoClassification

In my freelance annotation work, I was tasked with video data labeling to support AI model development. I annotated and classified video segments according to detailed requirements set by project stakeholders. My work contributed directly to the creation of robust training datasets for machine learning. • Conducted video content classification and object/scene annotation. • Used CVAT and enterprise platforms for annotation. • Delivered high-quality, structured video datasets. • Ensured data completeness according to project standards.

In my freelance annotation work, I was tasked with video data labeling to support AI model development. I annotated and classified video segments according to detailed requirements set by project stakeholders. My work contributed directly to the creation of robust training datasets for machine learning. • Conducted video content classification and object/scene annotation. • Used CVAT and enterprise platforms for annotation. • Delivered high-quality, structured video datasets. • Ensured data completeness according to project standards.

2024 - Present

Freelance AI Data Annotator (Image)

CVATImageClassification

As a Freelance AI Data Annotator, I conducted detailed image annotation projects for AI training purposes. The role required classifying and labeling image data for machine learning tasks on international platforms. I maintained a strong commitment to annotation quality and followed structured guidelines. • Labeled images for object presence and quality assurance. • Applied annotation protocols to maintain data consistency. • Collaborated via remote teams using enterprise tools. • Utilized CVAT and Label Studio in image labeling workflows.

As a Freelance AI Data Annotator, I conducted detailed image annotation projects for AI training purposes. The role required classifying and labeling image data for machine learning tasks on international platforms. I maintained a strong commitment to annotation quality and followed structured guidelines. • Labeled images for object presence and quality assurance. • Applied annotation protocols to maintain data consistency. • Collaborated via remote teams using enterprise tools. • Utilized CVAT and Label Studio in image labeling workflows.

2024 - Present

Freelance AI Data Annotator & Evaluator (Text/NLP)

Label StudioTextEntity Ner Classification

As a Freelance AI Data Annotator & Evaluator, I specialized in text annotation tasks such as NER, sentiment analysis, and intent classification. I contributed to multilingual datasets, particularly focusing on Swahili for African language AI projects. I consistently maintained high accuracy in annotation workflows using multiple international AI platforms. • Performed NER, sentiment, and intent labeling tasks for NLP data. • Evaluated outputs from large language models for factual accuracy. • Used Label Studio, CVAT, and proprietary annotation tools. • Delivered annotated datasets to support AI model training.

As a Freelance AI Data Annotator & Evaluator, I specialized in text annotation tasks such as NER, sentiment analysis, and intent classification. I contributed to multilingual datasets, particularly focusing on Swahili for African language AI projects. I consistently maintained high accuracy in annotation workflows using multiple international AI platforms. • Performed NER, sentiment, and intent labeling tasks for NLP data. • Evaluated outputs from large language models for factual accuracy. • Used Label Studio, CVAT, and proprietary annotation tools. • Delivered annotated datasets to support AI model training.

2024 - Present

Education

Work History