John M.

Key Skills

Software

Remotasks

Scale AI

Appen

Top Subject Matter

Computer Vision

Computer Vision / Video Analytics

Natural Language Processing (NLP)

Top Data Types

Image

Video

Text

Audio

Document

Top Task Types

Bounding Box

Tracking

Entity (NER) Classification

Transcription

Freelancer Overview

Data Annotator – Image Annotation. Core strengths include Remotasks. Education includes Kenya Certificate of Secondary Education, Kenya National Examinations Council. AI-training focus includes data types such as Image, Video, and Text and labeling workflows including Bounding Box, Tracking, and Entity (NER) Classification.

Labeling Experience

Data Annotator – Audio Annotation

RemotasksAudioTranscription

As part of my audio annotation responsibilities, I transcribed speech data, performed speaker diarization, and tagged environmental and audio events. My annotations supported audio processing, speech recognition, and speaker identification systems for AI applications. Quality assurance reviews and adherence to guidelines were integral to my workflow. • Transcribed speech audio with high accuracy • Identified and separated speakers in recordings • Tagged sound events and environmental cues • Upheld strict data protection and confidentiality protocols

2023 - Present

Data Annotator – Text Annotation

RemotasksTextEntity (NER) Classification

I performed text-based annotation duties focused on entity recognition, sentiment analysis, intent classification, and relevance assessment for NLP projects. Using structured annotation guidelines, I ensured labeled datasets were accurate and suitable for downstream AI and NLP model training. My regular quality checking boosted overall data reliability. • Annotated Named Entities and dialog acts • Classified sentiment and emotion in text samples • Rated relevance of AI-generated responses • Maintained consistency across multiple languages and projects

2023 - Present

Data Annotator – Video Annotation

RemotasksVideoTracking

In my video annotation work for Remotasks, I annotated video data by tracking objects frame by frame and assigning event tags for AI training purposes. The role involved leveraging segmentation and keypoints for detailed object and pose tracking across diverse domains. My efforts ensured consistent annotations aligned with evolving project requirements. • Annotated moving objects using tracking techniques • Applied segmentation for semantic video labeling • Labeled events and actions within video clips • Adhered to updated schema for accuracy and consistency

2023 - Present

Data Annotator – Image Annotation

RemotasksImageBounding Box

As a Data Annotator for Remotasks, I performed high-accuracy image annotation using bounding boxes, polygons, keypoints, and segmentation to support computer vision model training. My work involved labeling large-scale image datasets while adhering to strict project guidelines and quality standards. I contributed significantly to achieving top dataset accuracy through diligent review and correction of peer annotations. • Labeled images with bounding boxes for object detection tasks • Used polygons and segmentation for detailed instance mapping • Applied keypoints for pose and structural analysis • Maintained high quality using QA review processes

2023 - Present

Education

Work History