Machine Learning

At BWS Systems, we leverage cutting-edge machine learning technologies to deliver transformative solutions. Our expertise spans object detection and image classification through computer vision, precise audio classification, and insightful data trend detection. Utilizing advanced frameworks such as TensorFlow, PyTorch, YOLO, and Hugging Face, we are equipped to build robust models, develop powerful inference engines, and manage comprehensive data acquisition and deployment processes tailored to your needs.


Computer Vision

Harness object detection and image classification solutions powered by the latest ML algorithms.


Audio Classification

Classify and analyze audio data with high accuracy, using sophisticated neural network models.


Data Trend Detection

Detect and predict trends from complex datasets, enabling data-driven decision-making.


End-to-End ML Lifecycle Management

From model creation and training to deployment and maintenance, we handle all aspects of the machine learning pipeline.


Embedded Technology

We specialize in cutting-edge embedded technology solutions. Our expertise spans from designing robust embedded Linux systems to developing microcontroller-based applications using industry-leading platforms like IMX, Intel NUC, Raspberry Pi, Espressif ESP32, ST Microelectronics STM32, and Nordic Semiconductor NRF. We are also pioneers in integrating sensor systems and TPUs, including the Google Coral accelerator, to deliver performance-driven embedded solutions tailored to meet the unique needs of our clients.

Leveraging a wealth of experience in embedded systems, BWS Systems excels at transforming traditional systems into intelligent, connected devices. Whether you’re looking to innovate with Raspberry Pi, enhance capabilities with ESP32 or STM32 microcontrollers, or deploy advanced sensor networks, our team has the technical prowess to make it happen.

  • Embedded Linux Systems: Tailored solutions that leverage powerful single board computers to deliver reliability and high performance.
  • Microcontroller Solutions: Expertise in programming and deploying microcontrollers for a range of applications, from simple devices to complex systems.
  • Sensor Integration: Advanced integration of sensor technology to enhance data acquisition and real-time analytics.
  • TPU-Based Development: Utilizing the latest TPUs like the Google Coral to accelerate deep learning applications and optimize processing capabilities in embedded systems.


From initial concept to functional prototype, we manage the entire prototyping process. Our capabilities include assembling and refining prototype units, testing for functionality and reliability, and making iterative improvements. This hands-on approach allows us to deliver prototypes that perfectly align with your specifications and prepare them for successful mass production.

Circuit Design

Our circuit design services are at the heart of our prototyping capabilities. We provide comprehensive solutions, including analog, digital, and mixed-signal circuits. Our engineers work closely with clients to understand their requirements and deliver designs that not only meet but exceed performance expectations, ensuring optimal functionality and integration for both new and existing systems.

Circuit Testing

Ensuring reliability in your circuits, our rigorous circuit testing services encompass functional verification, environmental testing, and compliance testing. We use the latest diagnostic equipment to pinpoint and resolve potential issues, guaranteeing that your circuits operate under all expected conditions and meet all relevant standards.

PCB Design

We specialize in custom PCB design, offering end-to-end services from schematic capture to layout design and prototyping. Our team leverages advanced software tools to ensure that each PCB meets the highest standards of efficiency and reliability. Whether you're looking for a simple single-layer board or a complex multi-layer design, our expertise ensures that your electronic circuits perform seamlessly.

3d Printing

Our 3D printing facility enables us to rapidly transform your ideas into tangible prototypes. Using a variety of materials, including PLA, ABS, and resin, we cater to diverse prototyping needs, ensuring high precision and quality. Whether you need a single part or a series of complex assemblies, our 3D printing services are designed to accelerate your development cycle.

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