AI for Healthcare Hackathon
Built a patient-monitoring interface with a multidisciplinary team, integrating the Gemini LLM API to support clinical decision-making.
ReactLLMGemini APIHealthcare AI
Hi, I'm
Samuel Hayat
Software Developer | Machine Learning
Versatile developer comfortable with full-stack and software development, with solid cybersecurity foundations. Specialized in machine learning, deep learning and NLP, I build end-to-end prototypes and work on applied AI projects.
Background
Education
B.Sc. in Computer Science (ML Specialization)
The Hebrew University of Jerusalem (HUJI)
Relevant coursework: Machine Learning, Deep Learning, Natural Language Processing, Algorithms, Data Structures, Operating Systems, Databases, Intro to Cyber.
Full-Stack Developer Diploma
Kernelios
Hands-on training in HTML, CSS, JavaScript, React, REST APIs, Socket.IO, and MongoDB. Built full-stack web applications with interactive UIs, real-time features, and client-server communication.
Professional Experience
Teaching Assistant – Intro to Data Science
Hebrew University of Jerusalem (HUJI)
Designed and graded data science assignments focused on data manipulation, analysis pipelines, and statistical concepts. Mentored students on their final data projects, evaluating their analytical methodology, data cleaning, and insights.
Research Assistant – Front/Fullstack Developer (Construct)
Hebrew University of Jerusalem (HUJI)
Developed an interactive game for research purposes within a multidisciplinary team, under the supervision of a researcher from the Technion. Implemented frontend logic, gameplay mechanics, and backend integrations.
Network Administrator
IDF (Tel Hashomer)
Managed and maintained secure network infrastructure in a military environment. Ensured network availability, performance, and security compliance.
Projects
A selection of work I've built and contributed to.
Seismic Signal Analysis
Developed a 1D CNN to predict earthquake magnitude from the initial part of MSEED seismic signals.
PythonDeep LearningCNNSignal Processing
Cybersecurity Project
Conducted vulnerability testing on web applications: Stack Overflow-style exploits, Kaminsky DNS attacks, XSS (DOM & stored), and SQL injection.
Web SecurityXSSSQL InjectionDNS Attacks
Skills
Technical Skills
Programming & CS
Python
Java
C
C++
JavaScript
SQL
Software Design
Algorithms & Data Structures
Full-Stack Development
Machine Learning & AI
Supervised & Unsupervised Learning
Deep Learning (CNNs, RNNs, Transformers)
NLP
Data Preprocessing
Soft Skills
Hover or focus a skill to read more.
Proficient at learning new skills and technologies in a short period of time.
Communicates clearly and efficiently, getting straight to the point without losing important details.
Comfortable analyzing data to extract insights, spot patterns, and support decision-making.
Languages
Hebrew
Fluent
English
Fluent
French
Native