Tiny Mamida

Key Skills

Software

Appen

Labelbox

Top Subject Matter

No subject matter listed

Top Data Types

Text

Top Label Types

Data Collection

Classification

Freelancer Overview

I am an experienced data annotation and AI training data specialist with a strong background in linguistics and computer science. Over the years, I have managed large-scale data entry and curation projects, transferring and verifying information with precision and attention to detail. My expertise includes labeling, cleaning, and structuring text datasets for language model training, as well as evaluating model outputs for accuracy, grammar, and nuance. I have collaborated with engineers to align AI responses with human expectations, leveraging my knowledge of natural language processing and multilingual skills in English, German, Turkish, Arabic, Zulu, and French. My technical proficiency, critical thinking, and commitment to quality ensure that I consistently deliver reliable training data for advanced AI applications.

Labeling Experience

AI Tutor

LabelboxTextClassification

In my role as an AI Tutor, I annotated and curated text data, ensuring datasets were structured and ready for training advanced language models. I evaluated conversational model outputs for fluency, intent, and nuance, providing feedback used to improve model quality. My work leveraged NLP expertise to help models better understand context and intent. • Labeled and cleaned text datasets for use in language model training • Provided detailed feedback on AI-generated conversational responses • Applied knowledge of linguistic structures in annotation and evaluation • Ensured annotated data adhered to project quality standards

In my role as an AI Tutor, I annotated and curated text data, ensuring datasets were structured and ready for training advanced language models. I evaluated conversational model outputs for fluency, intent, and nuance, providing feedback used to improve model quality. My work leveraged NLP expertise to help models better understand context and intent. • Labeled and cleaned text datasets for use in language model training • Provided detailed feedback on AI-generated conversational responses • Applied knowledge of linguistic structures in annotation and evaluation • Ensured annotated data adhered to project quality standards

2025 - 2025

AI Trainer (German Language)

AppenTextData Collection

As an AI Trainer focused on the German language, I created high-quality training data for natural language tasks. My responsibilities included evaluating model responses for accuracy and bias and working closely with engineers to calibrate system outputs to human expectations. I continuously maintained the integrity of labeled datasets to ensure optimal performance for NLP models. • Developed and curated German-language datasets for machine learning • Evaluated AI responses to identify errors and reduce bias • Collaborated with machine learning engineers for iterative model improvement • Applied linguistic expertise to enhance the clarity and relevance of labeled data

As an AI Trainer focused on the German language, I created high-quality training data for natural language tasks. My responsibilities included evaluating model responses for accuracy and bias and working closely with engineers to calibrate system outputs to human expectations. I continuously maintained the integrity of labeled datasets to ensure optimal performance for NLP models. • Developed and curated German-language datasets for machine learning • Evaluated AI responses to identify errors and reduce bias • Collaborated with machine learning engineers for iterative model improvement • Applied linguistic expertise to enhance the clarity and relevance of labeled data

2024 - 2024

Education

Work History