Bonface Simiyu

Key Skills

Software

Sama

CloudFactory

CVAT

Top Subject Matter

General AI/ML

Autonomous Driving

3D Perception

Top Data Types

Image

3D Sensor

Text

Document

Top Task Types

Classification

Cuboid

Bounding Box

Freelancer Overview

Data Specialist. Core strengths include N, A, and Sama. Education includes Associate Degree, Digital Regenesys Africa (2022). AI-training focus includes data types such as Image and 3D Sensor and labeling workflows including Classification, Cuboid, and Bounding Box.

Labeling Experience

Data Annotation Associate

Sama3D SensorCuboid

As a Data Annotation Associate at Sama, I performed LiDAR point cloud annotation for autonomous driving perception models. I created precise 3D bounding boxes for vehicles, pedestrians, and cyclists. I also conducted semantic segmentation on 3D sensor data to improve object detection accuracy. • Worked with multi-sensor fusion data including LiDAR, camera, and radar. • Participated in QA review and corrected annotation inconsistencies. • Exceeded productivity targets while maintaining high quality. • Collaborated with client teams to ensure annotation quality.

As a Data Annotation Associate at Sama, I performed LiDAR point cloud annotation for autonomous driving perception models. I created precise 3D bounding boxes for vehicles, pedestrians, and cyclists. I also conducted semantic segmentation on 3D sensor data to improve object detection accuracy. • Worked with multi-sensor fusion data including LiDAR, camera, and radar. • Participated in QA review and corrected annotation inconsistencies. • Exceeded productivity targets while maintaining high quality. • Collaborated with client teams to ensure annotation quality.

2023 - Present

AI Data Annotation Specialist

CloudfactoryImageBounding Box

As an AI Data Annotation Specialist at CloudFactory, I annotated and labeled a variety of datasets, including images, video, and 3D point clouds for computer vision and autonomous vehicle clients. I maintained a 98%+ accuracy rate across high-volume annotation tasks. I mentored junior annotators on best practices for 3D cuboid placement and occlusion handling. • Adapted to evolving annotation guidelines and client requirements. • Collaborated with global teams to meet project deadlines. • Carried out rigorous quality checks on annotated data. • Supported autonomous driving and robotics-related data workflows.

As an AI Data Annotation Specialist at CloudFactory, I annotated and labeled a variety of datasets, including images, video, and 3D point clouds for computer vision and autonomous vehicle clients. I maintained a 98%+ accuracy rate across high-volume annotation tasks. I mentored junior annotators on best practices for 3D cuboid placement and occlusion handling. • Adapted to evolving annotation guidelines and client requirements. • Collaborated with global teams to meet project deadlines. • Carried out rigorous quality checks on annotated data. • Supported autonomous driving and robotics-related data workflows.

2021 - Present

Data Specialist

ImageClassification

As a Data Specialist at Digital Divide Data, I processed and structured complex datasets for AI/ML model training across various domains. I performed data validation, cleaning, and quality assurance to ensure dataset integrity. I collaborated with cross-functional teams to deliver high-quality annotated data on schedule. • Processed complex data for use in machine learning. • Conducted data validation and quality checks. • Delivered annotated data within tight deadlines. • Ensured strict adherence to annotation guidelines.

As a Data Specialist at Digital Divide Data, I processed and structured complex datasets for AI/ML model training across various domains. I performed data validation, cleaning, and quality assurance to ensure dataset integrity. I collaborated with cross-functional teams to deliver high-quality annotated data on schedule. • Processed complex data for use in machine learning. • Conducted data validation and quality checks. • Delivered annotated data within tight deadlines. • Ensured strict adherence to annotation guidelines.

2021 - 2024

3D Point Cloud Annotation Practice Project

CVAT3D SensorCuboid

In a personal 3D Point Cloud Annotation Practice Project, I utilized CVAT to annotate public KITTI dataset LiDAR point clouds. I created 3D bounding boxes for vehicles, pedestrians, and cyclists across 200+ frames. I implemented quality checks to ensure consistency in occlusion handling and dimension accuracy. • Focused on 3D perception tasks for autonomous vehicles. • Handled annotation for challenging occlusion scenarios. • Developed skills in CVAT annotation tool usage. • Practiced high standards of data consistency and accuracy.

In a personal 3D Point Cloud Annotation Practice Project, I utilized CVAT to annotate public KITTI dataset LiDAR point clouds. I created 3D bounding boxes for vehicles, pedestrians, and cyclists across 200+ frames. I implemented quality checks to ensure consistency in occlusion handling and dimension accuracy. • Focused on 3D perception tasks for autonomous vehicles. • Handled annotation for challenging occlusion scenarios. • Developed skills in CVAT annotation tool usage. • Practiced high standards of data consistency and accuracy.

2022 - 2022

Education

Work History