DL Algo & SW Dev

Getting Things Done (GTD) is the way!

Tel Aviv-Yafo, Israel

Freelancer

Contact

ABOUT

Specialization:
•DSP, Statistical Data Analysis, and Machine Learning with Python and MATLAB.
•SW architecture design and development under biomedical regulations of CE and FDA, along with relevant ISO.
•Data analysis of both invasive and non-invasive biomedical signals like Arterial Line (A-Line), Photoplethysmogram (PPG) and ECG.
•Big Data analysis, statistical modeling and development of DSP algorithms using biomedical signals

Skills:
• R&D Languages: Python, MATLAB, C/C++
• Machine Learning Libraries: Pandas, Ski-Kit, SciPy, TensorFlow, PyTorch, OpenCV
• Development IDE: PyCharm, Jupyter Notebooks, MATLAB, Visual Studio
• Development Environments: Linux, Windows, Cloud (GCP, AWS)

LANGUAGES

Hebrew

Native or bilingual proficiency

Russian

Native or bilingual proficiency

English

Full professional proficiency

SKILL DETAILS

Technology

150 ILS / hr

Real-Time / Embedded / DSP

MATLAB

AI, Artificial Intelligence

Machine Learning

ML models research and implementation for signal and image biomedical data

Deep Learning

Detection and estimation models for signals and video stream data. RT models deployment

Software & Programming

150 ILS / hr

BI, Data Science, Big Data

Statistical data analysis of signals and biomedical data, hypothesis testing, regression, LDA

Python

More than 5 years of experience

Android Development

Algorithm Development

Mobile App Development

Front-end Developers

EMPLOYMENT HISTORY

March 2022 - Today

Principal Algorithm Engineer

Corporate

Working on product, which captures vital signs (HR, HRV, BR and Breathing Patterns) using car seat mounted doppler radar.
Research of physiological mechanisms of heart beat related skin micro-vibrations with respect to anatomy and population variability.
Designing research and conducting field experiments to validate theoretical hypotheses and assumptions.
Development of estimation algorithms for HR (heart rate), HRV, breathing rate and breathing pattern detection from doppler radar signal using conventional DSP and ML/DL methods.
Working with both Python and MATLAB frameworks for research and algorithms development
Big data analysis and Deep Learning model development on cloud platforms (AWS, Databricks).
Design SW architecture for real-time signal processing for NVidia Jetson embedded Linux platform.
Deployment of algorithms on target Linux platform (Nvidia Jetson) using C++ and real-time ML libraries.

April 2016 - December 2022

Algorithm Engineer

Biomedical Startup

Research of biomedical models and development of estimation algorithms for continuous blood pressure, stroke volume and respiration parameters.
Data analysis of both invasive and non-invasive biomedical signals like Arterial Line (A-Line), Photoplethysmogram (PPG) and ECG.
Machine Learning based clinical classification of certain physiological conditions using biomedical data.
Research of inverse problem models of cardio-vascular system for parameter estimation using analytical and optimization solution methods.
Big Data analysis, statistical modeling and development of DSP algorithms using biomedical signals of cardio-vascular system in Python.
Design and development of ML classification based decision-making system.
SW architecture design and development of biomedical blood pressure measurement system under FDA and CE regulation, along with relevant ISO compliance.

April 2014 - March 2016

Embedded SW Engineer

Unitronics

SW Design and implementation for Industrial Panels of Programmable Logic Controller (PLC).
C/C++ Software Development on Embedded Linux Platform.
Experienced with development in multi-threaded and multi-process environment.
Qt based Cross Platform Linux / Windows OOP.