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Ilyas Ahmed

Ilyas Ahmed

AI Researcher / Teaching Assistant – Image Annotation & Model Training

Saudi Arabia flagRiyadh, Saudi Arabia
$25.00/hrExpert

Key Skills

Software

No software listed

Top Subject Matter

Malware Detection in Android Apps
Geophysical/Seismic Data Channel Detection
Legal Services & Contract Review

Top Data Types

ImageImage
TextText
DocumentDocument

Top Task Types

Object DetectionObject Detection
SegmentationSegmentation

Freelancer Overview

AI Researcher / Teaching Assistant – Image Annotation & Model Training. Brings 7+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include TensorFlow and MATLAB. Education includes Master of Science, University of Michigan, Dearborn (2021) and Bachelor of Science, Imam Abdulrahman Bin Faisal University (2019). AI-training focus includes data types such as Image and labeling workflows including Object Detection and Segmentation.

ExpertEnglishMalayalam

Labeling Experience

Team Lead – Image Segmentation & Seismic Data Annotation

ImageSegmentation
Led the development of deep learning models to detect channels in 2D seismic data by segmenting and labeling seismic image patches. Processed large volumes of seismic images, applying detailed label segmentation using MATLAB toolboxes. Coordinated supervised training, validation, and refinement of neural network models based on labeled input data. • Managed end-to-end labeling of geophysical imagery for channel detection. • Used segmentation to mark regions of interest on seismic images for model training. • Refined labeling workflows to improve detection accuracy and F1 scores. • Integrated MATLAB’s Image Processing Toolbox for efficient data annotation.

Led the development of deep learning models to detect channels in 2D seismic data by segmenting and labeling seismic image patches. Processed large volumes of seismic images, applying detailed label segmentation using MATLAB toolboxes. Coordinated supervised training, validation, and refinement of neural network models based on labeled input data. • Managed end-to-end labeling of geophysical imagery for channel detection. • Used segmentation to mark regions of interest on seismic images for model training. • Refined labeling workflows to improve detection accuracy and F1 scores. • Integrated MATLAB’s Image Processing Toolbox for efficient data annotation.

2020 - 2021

AI Researcher / Teaching Assistant – Image Annotation & Model Training

ImageObject Detection
Developed and trained a CNN-based system for detecting malware in Android application components using millions of generated images. Labeled and processed image datasets to enable supervised learning for malware classification. Utilized TensorFlow and Keras on a high-performance computing cluster to conduct end-to-end data preparation and annotation. • Oversaw dataset preparation involving labeling of Android component images. • Applied object detection for identification of malicious signatures within images. • Executed rigorous training and testing cycles to validate labeled data performance. • Collaborated with research teams to refine image annotation protocols.

Developed and trained a CNN-based system for detecting malware in Android application components using millions of generated images. Labeled and processed image datasets to enable supervised learning for malware classification. Utilized TensorFlow and Keras on a high-performance computing cluster to conduct end-to-end data preparation and annotation. • Oversaw dataset preparation involving labeling of Android component images. • Applied object detection for identification of malicious signatures within images. • Executed rigorous training and testing cycles to validate labeled data performance. • Collaborated with research teams to refine image annotation protocols.

2020 - 2021

Education

U

University of Michigan, Dearborn

Master of Science, Computer Science

Master of Science
2020 - 2021
I

Imam Abdulrahman Bin Faisal University

Bachelor of Science, Computer Science

Bachelor of Science
2015 - 2019

Work History

E

Ernst & Young

Senior Data & AI Consultant

Riyadh
2024 - Present
W

Wipro Arabia Limited

Data Scientist

Khobar
2022 - 2024