Carla Kristine Silva

Key Skills

Software

Labelbox

LabelImg

Top Subject Matter

No subject matter listed

Top Data Types

Image

Top Task Types

No task types listed

Freelancer Overview

Passionate Machine Learning Developer with a solid foundation in deep learning, computer vision, and data analysis. Recent Master's graduate from National Taiwan University specializing in Global Agriculture Technology with hands-on experience in developing and deploying deep learning models for agricultural applications. Proficient in Python, C++, and bioinformatics, seeking to leverage my technical skills and research experience in a dynamic tech environment.

Labeling Experience

Coffee Leaf Disease Identification and Severity Estimation using Deep Learning Methods

LabelimgImageBounding BoxPolygon

This study addresses the challenges faced by the global coffee industry due to the increasing prevalence of coffee plant diseases, which affect the quality and quantity of coffee yield. This research introduces an approach integrating computer vision technology with deep learning models to detect and classify coffee diseases and estimate disease severity. A dataset of 1,086 images from various sources, including Arabica and Robusta coffee leaf images was used. These images, augmented with processing techniques, serve as the foundation for training and evaluating deep learning model, YOLO.

This study addresses the challenges faced by the global coffee industry due to the increasing prevalence of coffee plant diseases, which affect the quality and quantity of coffee yield. This research introduces an approach integrating computer vision technology with deep learning models to detect and classify coffee diseases and estimate disease severity. A dataset of 1,086 images from various sources, including Arabica and Robusta coffee leaf images was used. These images, augmented with processing techniques, serve as the foundation for training and evaluating deep learning model, YOLO.

2022 - 2024

Education

Work History