Edwin M.

Key Skills

Software

Don't disclose

Scale AI

Remotasks

Mighty AI

Data Annotation Tech

Top Subject Matter

Agriculture/plant pathology (strawberry disease identification)

Healthcare IT operations (supporting data availability)

Top Data Types

Image

Text

Computer Code Programming

Top Task Types

Diagnosis

Data Collection

Polygon

Segmentation

Classification

Entity (NER) Classification

Bounding Box

Point/Key Point

Cuboid

Object Detection

Text Generation

Red Teaming

Fine-tuning

RLHF

Computer Programming/Coding

Prompt + Response Writing (SFT)

Question Answering

Freelancer Overview

Front-end Developer / Technical Writer, Refresh.BI (AI-based disease identification for strawberries). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and Don't disclose. Education includes Bachelor of Science, Masinde Muliro University of Science and Technology (2021). AI-training focus includes data types such as Image and Text and labeling workflows including Diagnosis and Data Collection.

Labeling Experience

Front-end Developer / Technical Writer, Refresh.BI (AI-based disease identification for strawberries)

ImageDiagnosis

Worked on an AI-based application (Berrycare) to identify strawberry diseases from plant-related visual inputs. The role involved preparing and discussing analysis outputs with users so the system could support disease diagnosis workflows. This included documenting agricultural AI utility cases to make the findings usable for both technical and non-technical audiences. • Disease-identification workflow for strawberry pathology • Translating model/analysis outputs into actionable guidance • Creating technical documentation and case study materials • User-facing discussion of complex analysis findings

2023 - 2024

Network Intern, Kenyatta National Hospital

Don't discloseTextData Collection

Provided technical support for hospital network and server administration tasks that supported data availability and operational stability for healthcare systems. While not explicitly an AI labeling role, the position contributed to maintaining infrastructure (Active Directory, Hyper-V) used to support information systems that could include clinical data workflows. This operational reliability reduced downtime and supported continuous handling of organizational data. • Helped maintain server and system operations • Supported Active Directory and Hyper-V management • Assisted with network configuration and protocols • Ensured less downtime for healthcare system continuity

2022 - 2022

Education

Work History