محمد ف.

Key Skills

Software

Other

Appen

Top Subject Matter

Multilingual AI response evaluation

search relevance

and dataset quality assurance

Top Data Types

Text

Image

Audio

Top Task Types

Entity (NER) Classification

RLHF

Freelancer Overview

Remote Global AI Data Annotator & AI Trainer Projects (Self-Employed). Brings 6+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other and Appen. Education includes Bachelor of Science, Ufimskiy Gosudarstvennyy Neftyanoy Tekhnicheskiy Universitet (2021). AI-training focus includes data types such as Text and Image and labeling workflows including Evaluation, Rating, and RLHF.

Labeling Experience

AI Evaluation Specialist (Remote) - Remote Global AI Projects

AppenImageRLHFEntity (NER) Classification

Worked on remote AI evaluation and data validation projects by assessing the quality of AI-generated responses according to guidelines. Performed text, image, audio, and multimodal annotation and validation tasks to ensure dataset consistency and accuracy. Conducted search relevance evaluation and content assessment to contribute human feedback for model improvement. • Evaluated response accuracy, relevance, reasoning quality, and safety • Performed multimodal annotation and dataset validation • Completed search relevance ranking and content assessment • Maintained high productivity while meeting quality benchmarks and deadlines

2022 - Present

Image Annotation

AppenImageRLHFEntity (NER) Classification

No description provided.

2022 - Present

AI Data Annotator and Trainer - My Online Shop

AppenImageEntity (NER) Classification

Completed AI training, annotation, and evaluation activities while working with multiple global AI data platforms and projects. Evaluated AI-generated responses for accuracy, relevance, reasoning quality, and safety using detailed guidelines. Performed text, image, audio, and multimodal annotation and dataset validation while supporting search relevance and ranking assessments. • Evaluated response quality, relevance, and safety against project rubrics • Conducted multimodal annotation and data validation per guidelines • Performed search relevance evaluation, ranking, and content assessment • Ensured consistent quality and productivity while meeting project deadlines

2022 - Present

AI Data Annotator (Self-Employed Online Projects)

OtherText

Provided AI training, annotation, and evaluation work on a self-employed remote basis for multiple AI platforms. Evaluated AI outputs using project guidelines to ensure accuracy, relevance, and quality. Performed quality checks and dataset validation to maintain consistency across labeled work. • Supported AI response evaluation and content assessment tasks • Completed annotation tasks aligned to complex instructions • Conducted quality assurance reviews for validated datasets • Delivered high-quality results in fast-paced remote workflows

2022 - Present

Remote Global AI Data Annotator & AI Trainer (audio annotation within multimodal projects)

OtherAudio

Completed audio annotation work as part of multimodal labeling projects following specified guidelines. Supported dataset quality by validating audio-related labels for correctness and consistency. Contributed to AI model refinement through accurate human annotation and QA checks. • Labeled audio content for project-specific targets • Performed quality assurance validation on labeled data • Ensured labeling adherence to detailed instructions • Supported evaluation workflows to improve response quality

2022 - Present

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Education

Work History