Work Experience

Jan 2025 - Jun 2025

Founder & Builder @ yomyomyoga.com

Created smart digital tools to empower yoga teachers in building vibrant, sustainable communities. Developed features including personalized memberships, loyalty rewards, and class scheduling integration.

  • Designed end-to-end product architecture for teacher-focused SaaS tools.
  • Built integrations with booking systems to streamline scheduling.
Oct 2023 - Sep 2024

Algorithm Engineer @ Mobileye

Contributed to the Driver Monitoring System (DMS) team by developing key components such as face and driver detection models, and designing generative models to augment training datasets.

  • Developed real-time face detection models optimized for in-vehicle environments.
  • Created synthetic data pipelines using generative models.
Feb 2022 - Apr 2023

Research Scientist @ Verily

Built a novel framework for uncertainty quantification in image-to-image reconstruction tasks, improving the interpretability and robustness of generative vision models.

  • Developed Bayesian-style methods for modeling uncertainty.
  • Published a paper: What's Behind the Mask: Estimating Uncertainty in Image-to-Image Problems.
Apr 2019 - Oct 2021

Applied Scientist @ Amazon

Worked on the Alexa Shopping team using large language models to extract helpful insights from product reviews.

  • Built review summarization models to improve customer decision-making.
  • Published a paper: Identifying Helpful Sentences in Product Reviews.
Mar 2017 - Mar 2019

Lecturer @ Technion

Taught core algorithmic concepts including design, analysis, and optimization to undergraduate students.

  • Delivered lectures to large cohorts, improving exam scores and student satisfaction.
Oct 2014 - Mar 2017

Teaching Assistant in Charge @ Technion

Managed and led teaching activities for courses including "Introduction to Algorithms" and "Computability."

  • Supervised a team of TAs and coordinated lab sessions and grading.
Dec 2012 - Oct 2013

Software Engineer, Emerging Markets Group @ Google

Built scalable web services for low-end mobile devices, targeting emerging markets with bandwidth and compute constraints.

  • Launched SMS-based and offline-first experiences for key apps.
Dec 2011 - Dec 2012

Researcher, Social Technologies Team @ IBM

Designed a trend detection algorithm for enterprise activity streams, surfacing relevant insights in real time.

  • Published: Effective Trend Detection within a Dynamic Search Context.
Sep 2011 - Nov 2011

Intern @ Facebook

Re-architected the messaging system for Facebook Light, improving UX across feature phones and smartphones.

  • Significantly reduced message latency on low-end devices.
Mar 2004 - Mar 2007

Intern @ Intel

Created location-based web applications.

  • Prototyped early web apps using geolocation APIs and AJAX.

Education

Oct 2014 - Apr 2019

PhD in Computer Science @ Technion

Developed approximation algorithms for NP-hard optimization problems.

  • GPA: 92.8
  • Thesis: Approximation Algorithms for Submodular Maximization and Network Design Problems.
  • Published 4 conference papers and 2 journal articles.
Jan 2008 - Oct 2011

Master's Degree in Computer Science @ Technion

Designed algorithms for resource allocation in cloud computing environments.

  • GPA: 92.5
  • Thesis: Cost-Aware Live Migration of Services in the Cloud
Mar 2003 - Jan 2008

Bachelor's Degree in Computer Science @ Technion

Completed comprehensive coursework in theoretical CS, software engineering, and system design.

  • GPA: 88.8

Selected Publication

2023

Conformal Prediction Masks: Visualizing Uncertainty in Medical Imaging

Trustworthy Machine Learning for Healthcare Workshop at NeurIPS

Introduced a method for generating interpretable uncertainty maps to enhance diagnostic transparency.

2021

Identifying Helpful Sentences in Product Reviews

Proceedings of NAACL 2021

Presented methods for extracting useful sentences to improve automated review summarization.

2019

Approximation Algorithms for Submodular Maximization and Network Design Problems

Technion, Israel

Developed efficient approximation algorithms with provable performance guarantees.

2017

Service Chain Placement in SDNs

ALGOCLOUD

Proposed an optimization method for placing service chains in software-defined networks.

2017

Local Search Algorithms for Maximum Carpool Matching

European Symposium on Algorithms

Designed algorithms to improve carpool pairings using local search techniques.

2016

Effective Trend Detection within a Dynamic Search Context

SIGIR 2016

Developed algorithms for identifying trends in dynamic search environments.

2010

Cost-aware live migration of services in the cloud

Haifa Experimental Systems Conference

Proposed cost-aware mechanisms for efficient service migration in cloud computing.

Projects

yomyomyoga.com

A platform for yoga teachers to build and manage their communities.

https://yomyomyoga.com
mozyq.org

A beautiful photo mosaic generator.

https://mozyq.org
tsk.monster

A cute little tsk runner.

https://tsk.monster
detecty

A Python package for detecting car plates.

https://pypi.org/project/detecty/
plt-ocr

A Python package for reading car plate numbers.

https://pypi.org/project/plt-ocr/
NumNumNum

A fun and simple multiplayer strategy game.

https://play.google.com/store/apps/details?id=today.dailyquiz.snake
ogcrazy

A web service that allows sharing messages with custom Open Graph content.

https://ogcrazy.com
blgit

The simplest static blog generator on Earth.

https://blgit.org/
bankidos

A simple pocket manager app.

https://bankidos.com/
gilad.kutiel.com

My personal website about healthy lifestyle.

https://gilad.kutiel.com

Skills

Machine Learning & AI

Natural Language Processing (NLP), Large Language Models (LLMs), Computer Vision (CV), Uncertainty Estimation, Generative Models

Programming Languages

Python, Java, Dart, JavaScript, TypeScript, HTML, CSS, SQL

Frameworks & Tools

PyTorch, PyTorch Lightning, FastAPI, Docker, Svelte, Git

Web Development

Full-stack development with Node.js and Svelte; RESTful APIs with FastAPI

Mobile Development

Cross-platform app development using Flutter and Dart