David Barake

Key Skills

Software

Dataloop

CVAT

Label Studio

Mercor

Micro1

Remotasks

Roboflow

Mindrift

Labelbox

Top Subject Matter

Agriculture Domain Expertise

Plant Disease

Pest Detection

Top Data Types

Text

Image

Audio

Top Label Types

Segmentation

Bounding Box

Classification

Data Collection

Prompt Response Writing SFT

Freelancer Overview

Image Labelling & Object Detection. Core strengths include CVAT, Label Studio, and Labelbox. AI-training focus includes data types such as Image and labeling workflows including Bounding Box, Segmentation, and Classification.

Labeling Experience

Independent AI Dialogue & Testing Exploration

OtherImagePrompt Response Writing SFT

Designed and iterated multi-turn text dialogues with large language models (LLMs), focusing on emotional realism and instruction-following. Methodically analyzed AI-generated outputs for inconsistencies, emotional responses, and failure modes. Created prompts, performed adversarial dialogue engineering, and documented observations for improvements in AI performance. • Role-played diverse human personas and crafted realistic conversational scenarios. • Evaluated nuanced user intent, creativity, tone, and context in outputs. • Refined and adapted prompts based on evolving self-imposed guidelines. • Stressed LLMs to identify weaknesses in emotional intelligence and coherence.

Designed and iterated multi-turn text dialogues with large language models (LLMs), focusing on emotional realism and instruction-following. Methodically analyzed AI-generated outputs for inconsistencies, emotional responses, and failure modes. Created prompts, performed adversarial dialogue engineering, and documented observations for improvements in AI performance. • Role-played diverse human personas and crafted realistic conversational scenarios. • Evaluated nuanced user intent, creativity, tone, and context in outputs. • Refined and adapted prompts based on evolving self-imposed guidelines. • Stressed LLMs to identify weaknesses in emotional intelligence and coherence.

2023 - Present

data annotation

DataloopTextSegmentation

I Helped Ai in understanding how human live through photo annotation

I Helped Ai in understanding how human live through photo annotation

2024 - 2025

Image Labelling & Annotation

LabelboxImageBounding BoxClassification

Labeled and annotated thousands of images from Kenyan smallholder farms to support agritech machine learning models. Drew bounding boxes around specific objects, including diseased leaves, pests, and fruits, for object detection tasks. Used classification techniques to assign categories such as crop health and crop type in farm imagery. • Outlined irregular shapes using polygons or masks for segmentation in satellite and drone images. • Utilized Label Studio for multi-label classification and CVAT for bounding boxes and masks. • Processed images covering various crop conditions, pests, and yield estimation requirements. • Contributed to reliable agritech datasets for computer vision model training.

Labeled and annotated thousands of images from Kenyan smallholder farms to support agritech machine learning models. Drew bounding boxes around specific objects, including diseased leaves, pests, and fruits, for object detection tasks. Used classification techniques to assign categories such as crop health and crop type in farm imagery. • Outlined irregular shapes using polygons or masks for segmentation in satellite and drone images. • Utilized Label Studio for multi-label classification and CVAT for bounding boxes and masks. • Processed images covering various crop conditions, pests, and yield estimation requirements. • Contributed to reliable agritech datasets for computer vision model training.

2022 - 2023

Education

Work History