MACHINE LEARNING & DEEP LEARNING
Artificial Intelligence in IoT applications using GPU, TPU, Neural Network Accelerator.
Development Flow with multi-Frameworks: Tensorflow/Pytorch, MXNeT, Keras, Caffee … Manage Learning process.
Modelling, combining, and optimizing mayers, Fine-tuned neural networks algorithms, for improved latency, throughput, power efficiency, and memory consumption.DAA
Input DATA: Images & Video, Object recognition, Classification, Sensors signals.
WIRELESS CONNECTIVITY for IOT
Wireless telecommunication network designed to allow long range or short range communications at high rate among devices (IoT), such as sensors operated on a battery
Connected Objects (IoT) – Technologies and Implementation
Radiofrequency and Connectivity, differents protocols and technologies depending of needs as rate, range, networking capabilities, interoperability and frequency (868Mhz, 900Mhz, 2.4Ghz, 3-5Ghz) :
- Short range: BT , BLE (Bluetooth low energy), NFC, 802.15-4
- Long Range: Sigfox, Lora, other LPWAN.
EMBEDDED SOFTWARE
Prototype an IoT system, real-time and embedded Systems and Application
Knowledge of parallel embedded architectures and DSP processors and Signal Processing Algorithms
Vibration analysis application utilizing FFT and statistical analysis
Projects done in Machine Learning sensors in Motion and Computer Vision
C/C+, Python, Java Programming, versioning/revision control systems (GIT)
Bootloader and board support package development
Embedded device drivers for Ethernet, USB, SPI, I2C, UART, and more
RTOS development, integration, and porting
Network protocols (TCP/IP, UDP)
MAC and PHY layer software for multiple wireless technologies
Digital video broadcast protocols and MPEG transport
HARDWARE DESIGN
Electronics Design
IoT ou M2M Digital and RF systems Design
System Prototyping on chips and FPGA or board level (Proof of Concept), VHDL Programming
Architectural issues, Modelisation, Simulation, Design methodology of HW/SW partitioning and co-design.
Printed Circuit CAD
Subcontracted manufacturing of PCB using short lead times
Assembly : prototypes, small batches with components supply
Products Design, Manufacturing and Testing.
Complete set of PCB schematic editing tools, layout and library content and community-driven features.