Itamar Tsayag
Verified Expert in Engineering
Computer Vision Algorithm Developer
Itamar是一位才华横溢的算法开发人员和数据爱好者,拥有计算机视觉方面的专业知识, machine learning, and statistical analysis. 他已经成功地部署了尖端的算法,以提高试管婴儿周期的疗效和中风诊断. With a master's degree in electrical engineering and data science, Itamar擅长阐述复杂的主题和推动有影响力的结果, leveraging his technical prowess and business acumen.
Portfolio
Experience
Availability
Preferred Environment
Ubuntu Linux, PyCharm, Visual Studio Code (VS Code), Amazon EC2, PIP, Git, Bitbucket, Vim Text Editor, MacOS, Stock Trading
The most amazing...
...我的经验是研究和开发一种神经网络压缩算法,用于性能相当的小型网络.
Work Experience
Lead Algorithm Developer
AIVF
- 开发了用于提高IVF周期效率的胚胎分级算法的SW和ML流水线.
- 在复杂的显微镜图像数据集上利用尖端视频分类和分割网络的算法.
- 创造了一种算法,并成功部署为公司的旗舰产品, demonstrating strong expertise in code productization.
Senior Computer Vision Algorithm Developer
Viz.ai
- 开发了一种算法,在中风的情况下区分受损脑组织和健康脑组织.
- Oversaw the entire project from annotation guidelines, database structure, system architecture, and SW development to training deep learning models.
- 监督软件质量,并担任技术领导,包括代码审查、打包和结构.
- Managed the tasks of a ten-member team using Jira. The team included data managers and algorithm developers.
Computer Vision Algorithm Engineer
Defense Companies (Classified)
- 开发了一种在多传感器视频中实时检测物体的算法.
- 增强地理对象作为视频图像上的地标,采用三维LLA到二维坐标投影.
- Used the algorithm to support detection and tracking, 实现每秒高视频帧数(FPS),并支持RGB和热红外图像的多个视频域.
Senior R&D Engineer
Magic Leap
- 开发了一种新型飞行时间(ToF)深度传感器的校准程序和算法. 所有校准都是工厂准备的最低硬件要求和高性能要求.
- 采用欧拉视频放大(EVM)算法,通过Magic Leap头戴式耳机的眼球追踪摄像头来估计用户的心率. 这是将耳机用于医疗目的可行性初步研究的一部分.
- 分析跨平台数据,以支持有关头戴式显示器开发的关键架构决策.
- 开发了一种生成合成校准向量的方法,使头戴式显示器能够在现实的边缘情况下进行性能测试校准场景.
Experience
Facial Landmark Detection Using Visual Transformers
Uncovering a Winning Lottery Ticket with Stochastic Gates
EyeRate: Estimating Heart BPM Using AR HMD
Research in the Field of Animation Automation
第一种方法以利用2D图像动画网络为中心. 对这一类别下的方法进行了全面的探索,以衡量它们在减少动画创作所需时间方面的有效性.
与此同时,第二种方法深入到3D角色创建领域. Notably, 市场上有各种复杂的软件,能够为3D人物注入逼真的运动. As such, 主要的挑战是从提供的动画角色的多视角和多姿态图像中生成3D化身. 这一探索涉及到将静态图像无缝转换为动态图像的技术, fully-fledged 3D animations, capitalizing on existing motion-enabling software resources.
Education
Master's Degree in Electrical Engineering
Bar-Ilan University - Ramat Gan, Israel
Bachelor's Degree in Electrical Engineering
Tel Aviv University - Tel Aviv, Israel
Skills
Libraries/APIs
PyTorch, Pandas, NumPy, XGBoost, Scikit-learn, Matplotlib, OpenCV, TensorFlow, Keras, FFmpeg, PyTorch Lightning
Tools
Git, GitHub, Plotly, PyCharm, Jira, Pytest, Cron, Microsoft Excel, Bitbucket, Vim Text Editor, Slack, Terraform, Amazon SageMaker, GIS
Languages
Python
Paradigms
Data Science, Functional Programming, Unit Testing, Object-oriented Programming (OOP), Automation, Test-driven Development (TDD), Distributed Computing, DevOps
Platforms
Ubuntu Linux, Amazon EC2, Jupyter Notebook, Visual Studio Code (VS Code), ClearML, Amazon Web Services (AWS), Linux, MacOS, Docker, NVIDIA CUDA
Industry Expertise
Healthcare
Storage
JSON, Amazon S3 (AWS S3), Databases, Data Pipelines
Other
Deep Learning, Machine Learning, Software, Computer Vision, Convolutional Neural Networks (CNN), Artificial Intelligence (AI), Classification Algorithms, Artificial Neural Networks (ANN), Neural Networks, CSV, Data Analysis, Data Visualization, Monte Carlo Simulations, Random Forests, Supervised Machine Learning, Data Scientist, Startups, CSV File Processing, Machine Vision, Minimum Viable Product (MVP), Model Development, AI Model Training, Image Processing, Digital Signal Processing, Probability Theory, Research, Computer Vision Algorithms, Calibration, Medical Imaging, PIP, Algorithms, Analytics, Depth Sensors, Software Architecture, Image Analysis, 3D Pose Estimation, APIs, Decision Trees, Statistics, Jupiter, Fine-tuning, AI Programming, Codebase Development, Image Recognition, JupyterLab, 2D, GPU Computing, Graphics Processing Unit (GPU), 2D Modeling, Machine Learning Operations (MLOps), Deep Neural Networks, Facial Recognition, Data Loading, Machine Learning Automation, Videos, Data Extraction, Visualization, Open Neural Network Exchange (ONNX), Health, Data Analytics, Statistical Analysis, XLSX File Processing, Data Cleansing, Data Structures, Data Modeling, Regression Modeling, Large Data Sets, Parallelization, Feature Engineering, Cloud, Pattern Recognition, Writing & Editing, Content Writing, Numba, Python Performance, API Integration, Transformers, Technical Leadership, Data Scraping, Physics, Optical Systems, AI Modeling, AI Research, Optimization, Linear Algebra, Calculus, Applied Mathematics, Hardware, Statistical Methods, Sensor Fusion, Sensor Data, Optical Sensors, Simulations, Architecture, Video Processing, Estimations, Google Colaboratory (Colab), Team Leadership, Back-end, Back-end Development, AWS DevOps, 3D, Consulting, Embryology, NN Compression, Integration, Data Reporting, Optimization Algorithms, Generative Adversarial Networks (GANs), Natural Language Processing (NLP), Avatars, Motion AI, Computer Graphics, Object Detection, Stock Trading, Data Engineering, Digital Elevation Models, Scraping, Chief AI Officer
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