"Constrained deep learning for MEMS sensors-based applications"CIFRE contract with Inria Grenoble Alpes• Demonstrated ability to collaborate and innovate within international R&D teams through patents, and papers in international conferences• Delivered two prototypes with live demos for audio, and gesture recognition running a tiny neural network• Researched a novel algorithm for flexible parameter precisions down to 1-bit, reducing model size by 50% with acceptable loss• Created and developed an industry-standard software to train and deploy neural networks on the most constrained hardware (< 8KB)Keywords: Neural Networks, TinyML, Model Compression (Pruning, Quantization, Knowledge Distillation, ...), Edge Inference, Sensors, R&D, Innovation, Prototyping

"Constrained deep learning for MEMS sensors-based applications"CIFRE contract with Inria Grenoble AlpesStatify research team Keywords: Neural Networks, TinyML, Model Compression (Pruning, Quantization, Knowledge Distillation, ...), Edge Inference, Sensors, R&D, Innovation, Prototyping

Research project: Deep Learning applied to CPU constrained targets. This constitutes the first part of a broader PhD thesis.Keywords: Constrained/embedded neural networks, autoML, quantization, TensorFlow, Keras, TensorFlow lite• Objectives include: Outperforming current classic algorithms in accuracy, power consumption & efficiency of the design cycle (from problem definition to deployment)• First application to fingerprints: ‣ Project 1: Image classification of dry versus wet finger ‣ Project 2: Detection of finger push or pull events

Development of an application for a cloud connected keyboard• Implemented and suggested new features: Dashboards for socket connections and task scheduler (w/ Angular 5)• Improved real-time communication latency with socket connection to receive signals from the cloud to the application in ≈30ms• Manage data coming in and out from the cloud to the application• Project management and code development with Scrum & KanbanKeyword: Front end development, Back end development, Angular 4/5, JavaScript, TypeScript, HTML5, CSS3, Bootstrap, Nodejs, Electron, REST API, WebSocket

Intercultural internship: Workaway volunteer• Welcoming the guests, preparing the meals and guest rooms• Living within a foreign culture : Analysis of cultural differences at work and in social interactions

Worker internship:• Checking the conformity of electronic cards by testing• Comprehending firm’s organization and labor work difficulties