Expert in AI
& Data Science
Avigail is an AI engineer and data scientist dedicated to leveraging artificial intelligence to revolutionize healthcare. With expertise in applying machine learning techniques to medical and surgical informatics, she focuses on advancing precision medicine and improving surgical care. Currently serving as an AI Research Assistant, Avigail collaborates with leading experts on a diverse array of projects, including developing AI models for clinical diagnosis, cancer pathology analysis and drug synergy prediction. She holds a Master's in Computer Science with a specialization in AI from Arizona State University, USA and BSc. in Computer Science at Reichman University, Israel. Her career goal is to lead AI-driven initiatives that enhance diagnostic accuracy, personalize treatment strategies, and ultimately improve patient outcomes, while advancing the integration of AI into clinical practice. Her current interest is to apply GPT and diffusion models in her research.
Research Highlight

CRISPR Cas Genome Editing
Automated report generation in CRISPECTOR software, enhancing user experience and communication. Co-author of CRISPECTOR2.0 publication in Nucleic Acids Research.

Generative Adversarial
Network Workshop
Guest instructor at Reichman University, Israel in summer 2024.

Clinical
Diagnosis
Developing a hybrid approach combining machine learning and computer vision to diagnose and optimize treatments for orthopedic chronic wounds.

Cancer
Pathology
Leveraging computer vision to extract spatial and protein expression patterns from H&E-stained whole-slide images, mimicking costly techniques like CyCIF.

Drug Synergy
Analysis
Developing network analytics solutions to uncover latent interactions driving synergistic effects between drugs in cardiovascular disease treatment.
Professional Experience
Data
Engineer
April 2024-Present
Data Science and Business Innovation, Wynn Resorts, Macao
AI Engineer
& Research Assistant
March 2024-Present
Hong Kong Metropolitan University, Hong Kong
AI Engineer
& Research Assistant
February 2023-Present
Reichman University, Israel
Machine Learning Engineer & Full Stack Developer
August 2019-April 2020
Longevity AI, Israel
Penetration Tester
& Red Teamer
November 2020-January 2023
Melco Resorts & Entertainment, Macao
Research
Assistant
August 2019-April 2020
Reichman University, Israel
Data Engineer
Intern
November 2019-March 2020
PlaxidityX , Israel
Gallery
Manager
November 2014-November 2016
Rui Cunha Foundation Gallery, Macao