
יונתן טבט
🖥️ Python AI| 🧠 Deep Learning | ☁️ AWS
ירושלים, ישראל
פרילנסר
אודותינו
Experienced engineer with a PhD/MSc/BSc in EE and Deep Learning, I am currently serving as CTO at Clevaligner. Led research, development, and production deployment phases for computer vision algorithms and AI models.
Areas of expertise include:
Python Computer Vision Algorithm Development 🖥️:
- Data visualization using Python packages (Matplotlib, OpenCV, Open3D, Pyvista, PyMeshFix, Seaborn) 🐍
- Tabular, 2D/3D image, Mesh, 3D Point Cloud data conversion/transformation
- Regression/Segmentation/Detection/Classification etc.
- Automatic feature recognition using Shape/Curvature/Derivative/diffusion/PCA algorithms, etc.
- Computer vision algorithms (Object detection, reconstruction, analysis, identification, medical imaging analysis)
- Deliverables: GitHub repository with detailed usage explanation, Python code, possibly a Docker image 🐳
AI Model Development 🤖:
- Database creation and structuring
- Data transformation and optimization of data storage
- Cutting-edge scientific research in the specified domain
- Machine learning or deep learning model development
- Libraries: Tensorflow, Keras, Pytorch, MXNet, Spectral
- Deep Learning models for 3D data: PointNet, PointCNN, MeshNet, MeshSegNet, PointRCNN, etc.
- Deliverables: GitHub repository with detailed usage explanation, Python code, possibly a Docker image 🐳.
Full Deployment of AI Models on Cloud ☁️:
- Database storage on AWS S3 Cloud
- Model training on Sagemaker with appropriate EC2 instance
- Model deployment on an endpoint with suitable instance
- Docker image deployment via ECR
- Execution of the image stored under ECR via AWS Task/Batch Definition
- Orchestration of task executions via AWS Lambda
Areas of expertise include:
Python Computer Vision Algorithm Development 🖥️:
- Data visualization using Python packages (Matplotlib, OpenCV, Open3D, Pyvista, PyMeshFix, Seaborn) 🐍
- Tabular, 2D/3D image, Mesh, 3D Point Cloud data conversion/transformation
- Regression/Segmentation/Detection/Classification etc.
- Automatic feature recognition using Shape/Curvature/Derivative/diffusion/PCA algorithms, etc.
- Computer vision algorithms (Object detection, reconstruction, analysis, identification, medical imaging analysis)
- Deliverables: GitHub repository with detailed usage explanation, Python code, possibly a Docker image 🐳
AI Model Development 🤖:
- Database creation and structuring
- Data transformation and optimization of data storage
- Cutting-edge scientific research in the specified domain
- Machine learning or deep learning model development
- Libraries: Tensorflow, Keras, Pytorch, MXNet, Spectral
- Deep Learning models for 3D data: PointNet, PointCNN, MeshNet, MeshSegNet, PointRCNN, etc.
- Deliverables: GitHub repository with detailed usage explanation, Python code, possibly a Docker image 🐳.
Full Deployment of AI Models on Cloud ☁️:
- Database storage on AWS S3 Cloud
- Model training on Sagemaker with appropriate EC2 instance
- Model deployment on an endpoint with suitable instance
- Docker image deployment via ECR
- Execution of the image stored under ECR via AWS Task/Batch Definition
- Orchestration of task executions via AWS Lambda
שפות
צרפתית
שפת אם
אנגלית
שליטה קרובה לשפת אם
צרפתית (קנדה)
שליטה קרובה לשפת אם
עברית
שליטה קרובה לשפת אם
תחומי התמחות
טכנולוגיה
350 ₪ לשעה
טכנולוגיה כללי, שונות
My technological expertise spans computer programming, AI frameworks, and cloud services. In addition to my technical skills, I have navigated the regulatory landscape, successfully leading the FDA 510(k) certification process and technical file submission for CE marking for Clevaligner's medical device. As CTO at Clevaligner Ltd, I led a multidisciplinary team in developing innovative AI solutions while ensuring compliance with medical device regulations. My experience and continuous learning in emerging technologies showcase my dynamic approach to problem-solving and innovation.
Amazon EC2 - Elastic Compute Cloud
I have extensive experience using AWS EC2 for deploying AI models and applications. At Clevaligner Ltd, I utilized EC2 instances for scalable task and batch processing, integrating them with AWS services like S3 for data storage and Lambda for orchestration. This setup ensured robust and cost-effective cloud solutions.
Amazon S3 - Simple Storage Service
AWS S3 plays a crucial role in my projects, particularly for data storage and management. I have effectively handled large datasets necessary for AI applications, integrating S3 with other AWS services to optimize workflows and ensure data integrity.
Windows Azure
Although my primary cloud experience is with AWS, my broad expertise in cloud computing likely extends to Azure. As CTO, my knowledge of cloud platforms includes understanding Azure's tools for machine learning, data processing, and scalable deployment.
Docker
I have extensive experience with Docker, utilizing it for containerization and orchestration of applications. In my role as a Deep Learning Engineer at Clevaligner Ltd, I used Docker to streamline the deployment process, ensuring that our AI models and applications were consistently and efficiently delivered across different environments. My expertise includes creating and managing Docker containers, pushing images to DockerHub, and deploying them using AWS services like ECS and ECR. This experience has enabled me to handle complex workflows, improve scalability, and maintain robust and portable software solutions.
AI, בינה מלאכותית
My work in AI covers deep learning, machine learning, and neural networks. At Clevaligner Ltd, I led the development of AI-based software for orthodontics, demonstrating my ability to apply AI technologies to practical problems. My academic and professional contributions reflect my dedication to advancing the field of AI.
Machine Learning
With a solid foundation in machine learning, I have applied these techniques in various fields, including mechanical engineering and orthodontics. I lecture on machine learning at Ben Gurion University of the Negev and have developed algorithms for 3D data processing, showcasing my expertise in both academic and practical settings.
רשתות עצביות - Neural Networks
My work with neural networks includes developing Tensor Basis Neural Networks (TBNN) for fluid mechanics applications at the Atomic Energy Commission (CEA). I have a deep understanding of various neural network architectures and their deployment in production environments, particularly for specialized tasks like 3D segmentation.
Deep Learning
I am highly skilled in deep learning, particularly in orthodontics. I developed neural networks for 3D teeth segmentation and motion planning at Clevaligner Ltd, using frameworks like Tensorflow and Keras. My work included implementing models such as PointNet and Graph Neural Networks, pushing the boundaries of AI applications in dental technology.
Amazon Web Services (AWS)
My proficiency with AWS includes using services like Sagemaker for model training, S3 for data storage, and Lambda for orchestration. At Clevaligner Ltd, I was involved in deploying AI models efficiently, highlighting my capability in leveraging AWS for comprehensive cloud solutions.
תכנות ופיתוח תוכנה
350 ₪ לשעה
Python
I have a strong background in Python, which I have extensively used for developing and deploying AI and machine learning models. My experience includes using Python for neural network development, data processing, and implementing machine learning algorithms. At Clevaligner Ltd, I utilized Python frameworks such as TensorFlow, Keras, and PyTorch to create advanced deep learning models for 3D teeth segmentation and motion planning. Additionally, I employed Python libraries like Pandas, Scipy, and Sklearn for data analysis and preprocessing. My Python skills are complemented by a thorough understanding of best practices in software development, enabling me to deliver efficient and scalable AI solutions.
פיתוח אלגוריתמים
I have extensive experience in algorithm development, particularly in the fields of AI and machine learning. At Clevaligner Ltd, I led the creation of advanced algorithms for 3D teeth segmentation and motion planning, leveraging deep learning techniques and frameworks like TensorFlow, Keras, and PyTorch. My work involved developing and optimizing neural network architectures such as PointNet and Graph Neural Networks (GCN). Additionally, I have designed and implemented algorithms for geometric 3D data processing, utilizing libraries like Open3D and Sklearn. My expertise in algorithm development enables me to tackle complex problems, optimize performance, and deliver innovative solutions across various applications.
נסיון תעסוקתי
ינואר 2021
-
היום
CTO
Clevaligner ltd , Jerusalem
היום
Lecturer (AI)
Ben Gurion University (BGU) , Beer Sheva
ספטמבר 2020
-
ינואר 2021
Deep learning Engineer
Clevaligner ltd , Jerusalem
ספטמבר 2019
-
ספטמבר 2020
Deep Learning Engineer
CEA (Atomic Energy Commission) , Paris
ספטמבר 2017
-
ספטמבר 2019
Electrical Engineer
חברת חשמל , Parisתארים אקדמיים
ינואר 2021
-
אפריל 2024
PhD
BGU university- Deep Learning Based Teeth Motion Planning During Orthodontics Treatment
ספטמבר 2017
-
ספטמבר 2020
MEng - MSc
Arts et Metiers Institute of Technology- Electrical Engineering, Exchange semester of half year at Montreal ETS University Canada in Machine Learning.
ספטמבר 2015
-
ספטמבר 2017
BSc
Paris Saclay University- Electrical and Eletronics Engineering
פעילות התנדבותית
מתנדב חודש
צה"לפטנטים וקניין רוחני
Dental interaction system
nullקישורים
linkedin.com/posts/jonathan-tabet-20820b177_ai-software-orthodontics-activity-7046436101124681729-lsJg?utm_source=share&utm_medium=member_desktop
Jonathan Tabet on LinkedIn: Happy to share with you our amazing team !
Happy to share with you our amazing team !
linkedin.com/posts/jonathan-tabet-20820b177_clevaligner-fda510ksubmission-orthodonticinnovation-activity-7129394306729062401-yAgv?utm_source=share&utm_medium=member_desktop
Jonathan Tabet on LinkedIn: #fda510ksubmission #achievementunlocked
🌟 Exciting News! Despite challenging times, I'm proud to announce our successful submission of the FDA 510(k)! 🚀
#FDA510kSubmission #AchievementUnlocked
linkedin.com/posts/jonathan-tabet-20820b177_clevalignersuccess-aiinnovation-gratitude-activity-7137367426211422208-vRST?utm_source=share&utm_medium=member_desktop
Jonathan Tabet on LinkedIn: #clevalignersuccess #aiinnovation #gratitude #milestoneachieved
🚀 Exciting News at Clevaligner! 🌟
I'm thrilled to share a significant milestone with our LinkedIn community – Clevaligner has secured a grant from the…
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