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Williams Z.

Williams Z.

Freelance AI Model Trainer (Remote)

Nigeria flagMaiduguri, Nigeria

Key Skills

Software

Label StudioLabel Studio
Scale AIScale AI
MindriftMindrift
Google Cloud Vertex AIGoogle Cloud Vertex AI
Deep SystemsDeep Systems
ClickworkerClickworker

Top Subject Matter

LLM evaluation and text dataset annotation for machine learning optimization
Legal Services & Contract Review
Regulatory Compliance & Risk Analysis

Top Data Types

TextText
ImageImage
DocumentDocument

Top Task Types

Object DetectionObject Detection
Question AnsweringQuestion Answering
Text SummarizationText Summarization
Text GenerationText Generation
Evaluation/RatingEvaluation/Rating
PolylinePolyline
TranscriptionTranscription

Freelancer Overview

Freelance AI Model Trainer (Remote). Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Label Studio. AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Label Studio

Freelance AI Model Trainer (Remote)

Label StudioLabel StudioTextText

Evaluated AI-generated responses for reasoning accuracy, relevance, instruction compliance, and safety alignment within human-in-the-loop style quality assurance workflows. Conducted prompt-response ranking for conversational AI systems and performed annotation/classification of text datasets for ML optimization. Identified hallucinations, factual inconsistencies, and low-quality outputs while ensuring multilingual and contextual evaluation consistency. • Rated responses on coherence, helpfulness, accuracy, and contextual understanding • Applied comparative ranking to improve conversational model alignment • Annotated and classified structured/unstructured text datasets for training pipelines • Followed strict QA guidelines and collaborated with remote teams using feedback systems

2024 - Present

Education

U

Unimaid

1, Computer science

1
2020 - 2025

Work History

S

Self-Employed

Freelance AI Response Evaluator

Maiduguri
2024 - Present