Itay Nir

Data Scientist & Machine Learning Engineer

Passionate about transforming complex datasets into actionable insights through advanced machine learning algorithms. Rapidly developing expertise in computer vision, AutoML, and predictive modeling while applying proven leadership skills from high-pressure operational environments to drive data-driven solutions.

Technical Expertise

Machine Learning

TensorFlow Keras scikit-learn XGBoost AutoML Computer Vision CNNs

Programming & Languages

Python R Java C++ SQL

Data Analysis & Visualization

Pandas NumPy Matplotlib Seaborn Power BI Tableau

Development Tools

Git GitHub Jupyter VS Code Docker Linux

Big Data & Cloud

Apache Spark Hadoop MongoDB AWS ETL Google Colab

Professional Experience

10/2024 – Present

NOC / SOC Shift Leader

Aristocrat Interactive
  • Leading real-time NOC operations including system monitoring, fault resolution, and shift-based performance oversight
  • Creating and maintaining dashboards and reports to track operational KPIs using data visualization tools
  • Mentoring junior staff, enforcing team SOPs, and coordinating across departments
  • Applying data-driven approaches to optimize operational efficiency and reduce system downtime
07/2023 – Present

NOC Team Leader

Octally
  • Managing 24/7 monitoring and operational activities in high-availability environment
  • Conducting root cause analysis and implementing workflow improvements for efficiency
  • Generating weekly reports and technical insights based on performance metrics
  • Leveraging data analytics to identify patterns and prevent system failures
04/2018 – 06/2020

Effective Supporter

Leumit
  • Developed effective communication abilities by translating complex technical information into clear explanations
  • Collaborated with cross-functional teams to address intricate technical challenges
  • Built foundation for data-driven problem-solving approaches
2015 – 2018

Combat Medic & Field Trainer

Israel Defense Forces (IDF)
  • Demonstrated leadership, training, and communication skills in high-pressure environments
  • Managed medical field operations ensuring personnel health and well-being
  • Active reservist with proven crisis management and mission-critical responsibility
  • Developed analytical thinking and quick decision-making skills under pressure

ML & Data Science Projects

AutoML Y-Label Classifier

Developed a comprehensive Y-label classifier using multiple machine learning algorithms. Performed extensive dataset analysis, preprocessing, feature selection, and model evaluation to showcase AutoML capabilities and optimize performance across various model types.

AutoML Feature Engineering Model Evaluation Python

CNN Image Classification

Implemented Convolutional Neural Networks for image classification using the CIFAR-10 dataset. Utilized TensorFlow and Keras for model building and training, conducting thorough model evaluation and hyperparameter optimization.

90% Classification Accuracy
TensorFlow Keras Computer Vision Deep Learning

Professional Certifications

Data Analytics: 1 Foundations

Foundational Data Analytics Skills

Certified

Python - self.py

Advanced Python Programming

Programming Expert

Git and GitHub

Version Control & Collaboration

Development Tools

Microsoft Azure DevOps Engineer Expert AZ-400

Microsoft Press - Build and Release Pipelines

Expert Level

Let's Build Something Amazing

Phone

+972-52-953-5359 > Copy

LinkedIn

Connect with Me

GitHub

View My Code