IOT & machine vision

Senior Hands-On Engineer · Embedded, Computer Vision & Edge ML

יבנה, Israel

Freelancer

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ABOUT

Senior hands-on engineer building real-time embedded and vision-based systems end to end — from architecture and prototyping through validation, integration, and field deployment.

Co-developing Traxout, a SportTech platform combining sensing, computer vision, and ML to automatically recognize strength-training activity and count reps in real gym environments.

Strong execution across Python, Linux-based edge systems, hardware/embedded integration, camera pipelines, and practical ML.

Highlights:
• End-to-end system ownership: architecture → prototype → testing → integration → pilot readiness
• Real-time vision and edge pipelines on Linux-based systems
• Camera/stream integration, tracking, pose-based analysis, and ML iteration
• Embedded hardware, sensing, reliability testing, and system bring-up
• Python development for analytics, tooling, and system workflows

LANGUAGES

Hebrew

Native or bilingual proficiency

English

Full professional proficiency

Deutsch

Elementary proficiency

SKILL DETAILS

Engineering

Electrical Engineering

Technology

200 ₪ / hr

Real-Time / Embedded / DSP

8+ years of experience in embedded systems, hardware design, and real-time system development. Expertise in Linux-based edge systems, sensor integration, system bring-up, and hardware validation.

Internet of Things / IoT

Hands-on IoT product development from hardware design and embedded systems to cloud connectivity. Experience with sensor integration, product bring-up, and full system validation.

Machine Learning

ML workflow development for classification and activity recognition — dataset preparation, model training, evaluation, and iteration. Applied to practical problems in SportTech (exercise recognition and rep counting).

Computer Vision

Real-time computer vision pipeline development for person detection, tracking, pose estimation, and exercise recognition. Experienced with camera/video stream integration in deployment environments.

Software & Programming

200 ₪ / hr

Python

Python development for analytics, data processing, ML workflows, automation tooling, and system integrations. Used extensively across all recent roles for building internal tools and analyzing sensor/system data.

EMPLOYMENT HISTORY

January 2023 - April 2024

Hardware Lead — IoT Product

Nina, Israel

Led hardware ownership for an IoT product and drove integration readiness across the full system stack.
• Managed IP transfer from outsourced development; led failure analysis, debugging, and stabilization.
• Built Python automation for business insights, reporting, and internal tooling.

March 2021 - December 2022

System Development Lead — HW & Integration

BioLED, Israel

Led full-system development and key technology decisions across hardware and integration.
• Executed stress and thermal validation; drove integration with backend services and a smartphone application.
• Worked with external experts on certification and IP.
• Patent: Filed and approved patent related to communication for horticulture / grow-lighting systems.

2020 - 2021

Hardware Engineer

OrCam, Israel

Schematics, bring-up, and debug of dense boards for OrCam's assistive vision technology products.

2019 - 2020

FPGA / Board Engineer

LTTS, Israel

RTL design (VHDL/Verilog), Vivado/ModelSim simulation, Zynq bring-up, DDR3 and Ethernet designs.

2017 - 2019

Embedded / Board Designer

Mosktech, Israel

Concept-to-production electronics design including PCB design (Altium Designer) and firmware development (C/C++).

May 2024

Co-Founder · Product & Engineering

Traxout, Israel

Building a real-time vision-based platform for automatic strength-training tracking in gyms using sensing, cameras, and AI.
• Designed and developed Linux-based edge pipelines for person detection, tracking, pose extraction, and exercise recognition.
• Built ML workflows for classification and rep counting — dataset preparation, experimentation, evaluation, and iteration.
• Integrated cameras and video streams in real environments with deployment-oriented reliability and performance considerations.
• Developed sensing concepts around weight/load-cell signals and validated feasibility on-site.
• Led cross-functional system architecture spanning hardware, embedded workflows, and cloud-connected product components.

EDUCATION

2013 - 2017

B.Sc. Electronics Engineering

Lev Academic Center

Electronics Engineering degree with a focus on hardware design and embedded systems.
Final Project (Sigmabit): FPGA-accelerated WPA2 brute-force implementation.