LaVague is an open-source Large Action Model framework to build AI Web Agents.https://github.com/lavague-ai/LaVague

As the CEO of Mithril Security, I lead our pioneering company specializing in data privacy and security solutions for AI and Large Language Models (LLMs). At Mithril Security, we have developed BlindBox, an open-source tool that revolutionizes SaaS deployments by addressing critical data privacy concerns. With BlindBox, developers can securely deploy SaaS applications inside confidential containers, ensuring end-to-end protection, verifiability, and control for data owners. My vision is to democratize Confidential AI, empowering sensitive industries to leverage state-of-the-art technologies while preserving data confidentiality. Join us in shaping the future of data privacy and security in the tech industry.

Wrote a series of article on the homomorphic encryption scheme CKKS, which allows to perform computation on encrypted data using approximate arithmetic.Articles are available at https://blog.openmined.org/ckks-explained-part-1-simple-encoding-and-decoding/

Worked on the implementation of privacy friendly Machine Learning models, using state of the art techniques such as Homomorphic Encryption, Secure Multi Party Computation and Trusted Execution Environments. - Wrote a paper on the adaptation of Random Forests to fit the Homomorphic Encryption paradigm, available at https://arxiv.org/abs/2006.08299- Implemented Cryptotree available at https://github.com/dhuynh95/cryptotree- Wrote a serie of articles on Homomorphic Encryption, available at https://medium.com/@dhuynh95/homomorphic-encryption-intro-part-1-overview-and-use-cases-a601adcff06c

Pluton AI is a startup specialized in NLP and Deep Neural Networks on graphs.Developed BERTCeption, a slightly modified version of BERT to fine tune a BERT model on unsupervised documents.Once trained on a particular corpus BERTCeption allows to do :- semantic search of documents using the trained embeddings- sentence summarization- semi-supervised learning with few labels (90% accuracy on validation set of IMDB Dataset with only 500 labels provided for training)

Naox is a young startup developping earphones with EEG sensors, which allow to record brain biomedical data. My tasks were the following:- Setup of a Cloud backend in Azure for EEG recording and manipulation- Pitch of the startup, investor seeking and helped the redaction of a patent- Developed a framework around Fastai and Pytorch to make the training of unsupervised models easier by customizing the training loop, and wrote a Medium article to share results.In addition, we participated and won the MIT Grandhack Medecine 2019 Paris, with the Deeptech Special prize, and the second price in Mental Health.

Theatrall is a solution that provides automatic and individual subtitles during live performances for hearing impaired people and foreigners.Winner of the Microsoft Imagine Cup France 2018, with the first prize out of 10 student teams. The goal was to pitch a technological project with a business plan, including a demo.Theatrall has patented its technology for live matching of subtitles.

Data analysis of customers to extract insights from the web platform