Python
Eyal Ziv
AI & Computer Vision Researcher
15th Lechi street, Tirat Carmel, Israel,Israel
Summary
Senior Machine Learning researcher with over 10 years of experience in the fields of Artificial Intelligence, Computer Vision and Inertial Navigation.
Developed novel methods for image & video editing and synthesis.
Developed deep learning models for classification, detection and segmentation of acute findings in X-Ray and CT scans.
Designed and implemented novel architectures for various autonomous tasks.
A highly motivated, self-learner worker, committed to providing high quality solutions.
Overview
14
14
years of professional experience
5
5
years of post-secondary education
Work History
Senior Machine Learning Researcher
Lightricks
Haifa, Israel
03.2022 - Current
- Developed novel methods and tools for editing and synthesizing images and videos. Among these tools are: image background removal, diffusion-model-based image-to-image editing, face-swapping in photos, videos and short gif files.
- Led research on personalizing latent diffusion models for few-shot learning of previously-unseen subjects
- End-to-end ownership of features from POC to deployment, communicating with relevant stakeholders, designing architecture, setting performance goals and deadlines
- Participated in and arranged meetups, showcasing our research and products.
- Participated in interviewing and hiring processes
Supervised internship program, formalized research proposals, and constructed work plans with project milestones and timelines - Mentored junior researchers and ML infra engineers
Senior Machine Learning Researcher
Zebra Medical Vision
Shefayim, Israel
03.2019 - 03.2022
- Developed and deployed classification, segmentation and detection models of over 30 acute and chronic findings in multi-view Chest X-Ray and CT scans
- Took ownership on projects end-to-end from conception phase to deployment, communicating with product managers and other stakeholders.
- Developed automated training and evaluation tools
- Conducted several applicative researches in fields of multi-modal representation learning of medical imaging and patient records, curriculum learning, confidence estimation and out-of-distribution detection, robustness to adversarial examples and domain adaptation
- Mentored students from SIPL lab, Technion, on research project
Machine Learning Researcher
Elbit Systems, Artificial Intelligence & Computer Vision
Haifa, Israel
01.2017 - 01.2019
- Developed an online depth & pose reconstruction using monocular camera, for reactive obstacle avoidance of autonomous vehicles
- Trained Semantic segmentation models for natural and infrared images
- Took part in "InfoMedia" consortium, developing sentiment analysis of text in Social media
- Generative models in non-Euclidean spaces
- Advanced transfer learning methods for fast training on target domain & multitasking models
Algorithms Developer
Elbit Systems, Military Avionics upgrades
Haifa, Israel
01.2013 - 01.2017
- Lead algorithmic development of decision-support systems for pilots
- Formulated optimization problems, defined cost functions and constraints
- Analyzed radar signals and developed data fusion models
- Planned and conducted flight tests and performance analysis
Algorithms Developer
RADA Electronic industries, Navigation solutions
Netanya, Israel
01.2011 - 01.2013
- Developed mathematical models and algorithms for parameters estimation
- Implemented Kalman filters for inertial navigation systems
- Developed advanced 6-DoF simulators for both aerial and ground vehicles
- Analyzed flight tests data and performance analysis
Education
Aerospace Engineering
Technion
Haifa, Israel 04.2006 - 01.2011
Skills
Deep Learning Expertise
undefinedSoftware
PyTorch
TensorFlow
Keras
Matlab
C/C
Languages
Hebrew
Bilingual or Proficient (C2)
English
Bilingual or Proficient (C2)
Russian
Intermediate (B1)
Interests
Video and scene understanding
Multimodal LLMs
Personalized video and image synthesis using LDMs
Timeline
Senior Machine Learning Researcher
Lightricks
03.2022 - Current
Senior Machine Learning Researcher
Zebra Medical Vision
03.2019 - 03.2022
Machine Learning Researcher
Elbit Systems, Artificial Intelligence & Computer Vision
01.2017 - 01.2019
Algorithms Developer
Elbit Systems, Military Avionics upgrades
01.2013 - 01.2017
Algorithms Developer
RADA Electronic industries, Navigation solutions
01.2011 - 01.2013
Aerospace Engineering
Technion
04.2006 - 01.2011
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