Nicky Mwas

Key Skills

Software

Labelbox

Top Subject Matter

Mindset Content

Motivation Domain Expertise

Business Domain Expertise

Top Data Types

Video

Audio

Image

Top Task Types

Classification

Transcription

Freelancer Overview

Freelance Data Annotator – Video Classification. Core strengths include Labelbox and oTranscribe. Education includes Diploma in Digital Media, Multimedia University (2023). AI-training focus includes data types such as Video and Audio and labeling workflows including Classification and Transcription.

Labeling Experience

Freelance Audio Annotator – Transcription and Emotion Recognition

AudioTranscription

I annotated audio clips for subtitles, distinguishing speakers and recognizing emotions in challenging, noisy Kenyan accents. My responsibilities included transcribing spoken dialogue accurately and identifying emotional nuances for sentiment modeling. This work aided in training AI systems for improved speech recognition and sentiment analysis in local dialects. • Demonstrated native Swahili fluency during annotation. • Used oTranscribe and Google Docs for transcription. • Applied sentiment analysis to enhance label quality. • Operated independently with a focus on data quality.

I annotated audio clips for subtitles, distinguishing speakers and recognizing emotions in challenging, noisy Kenyan accents. My responsibilities included transcribing spoken dialogue accurately and identifying emotional nuances for sentiment modeling. This work aided in training AI systems for improved speech recognition and sentiment analysis in local dialects. • Demonstrated native Swahili fluency during annotation. • Used oTranscribe and Google Docs for transcription. • Applied sentiment analysis to enhance label quality. • Operated independently with a focus on data quality.

2023 - Present

Freelance Data Annotator – Video Classification

LabelboxVideoClassification

I labeled and categorized over 100 short videos and memes for mindset content. My primary responsibility involved tagging themes such as 'motivation' and 'business,' achieving 98% consistency. These annotations contributed to the refinement of datasets for AI model training and content recommendation systems. • Maintained high labeling accuracy with attention to detail. • Used Labelbox and MakeSense as primary annotation tools. • Ensured quality through iterative feedback and reviews. • Managed annotation tasks remotely, dedicating over 15 hours weekly.

I labeled and categorized over 100 short videos and memes for mindset content. My primary responsibility involved tagging themes such as 'motivation' and 'business,' achieving 98% consistency. These annotations contributed to the refinement of datasets for AI model training and content recommendation systems. • Maintained high labeling accuracy with attention to detail. • Used Labelbox and MakeSense as primary annotation tools. • Ensured quality through iterative feedback and reviews. • Managed annotation tasks remotely, dedicating over 15 hours weekly.

2023 - Present

Education

Work History