AI Engineering, Data Science, Software Engineering

Integrating
Explainable AI
into Medicine

MEDICAL & SURGICAL INFORMATICS

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.

Visit my  github page here

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.

Nucleic Acids Research Paper

CRISPECTOR2.0 Code

Generative Adversarial
Network Workshop

Guest instructor at Reichman University, Israel in summer 2024.

Workshop  Live Record

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

Professional Education & Training

2021-2024Arizona State University, Arizona, USA
Master of Science in Computer Science (Specialize in Artificial Intelligence)
 
 
2016-2020-Reichman University, Israel
Bachelor of Science in Computer Science (Minor in Business Admin)
 
 
2006-2010-Institute for Tourism Studies, Macao
Bachelor of Science in Cultural Heritage Management
 
2023-DeepLearning.AI Courses:                                                                                      
Practical Data Science on AWS     
Analyze Datasets and Train ML Models using AutoML
Build, Train, and Deploy ML Pipelines using BERT
AI in Medical Diagnosis
AI in Medical Prognosis
AI in Medical Treatment
 
2023-The National Institute on Drug Abuse (NIDA), USA
Good Clinical Practice
 
 
2018-Udemy, USA
Financial Data Analysis in Python and Algorithmic Trading
 
 
 
 
     

Contact
AI Goddess