Cyber Threat Detection via Machine Learning

Recent cyber-attacks have overwhelmed many high-profile businesses. These attacks often exploit multiple types of vulnerabilities to infiltrate into target systems in multiple stages. Cyber threat hunting in enterprises is the process of proactively and iteratively searching for malicious activities in various types of adversaries that have entered the defender’s network. This process is critical for […]

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Apprentissage par transfert pour les modèles spatio-temporels de prédiction de la pollution

Le programme de recherche vise à développer des méthodes de transfert d’apprentissage (“transfer learning”) d’un espace spatio-temporel à un autre avec pour finalité la conception d’une nouvelle génération de modèles de machine learning capables de prédire des phénomènes de pollution hyper locale même en l’absence de données d’entrainement à forte granularité.

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Menya : Inspection visuelle de structures

Menya Solutions est la division spécialisée en intelligence artificielle (IA) de la compagnie Levio, une entreprise de transformation numérique en pleine croissance basée à Québec et comptant maintenant plus de 1600 conseillers. Chez Menya, nous développons des logiciels pour l’aide à la décision, la valorisation des données, le contrôle automatisé et la vision robotique pour […]

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CYA.Live

In today’s world, the video chat and conferencing has been a necessary part of overall routine life (both personal and work). Currently, the video chat and broadcast technologies require lots of bandwidth to transmit high quality data. In overall project, we aim to make video transmission data intelligent by using the state-of-the-art AI technology. This […]

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Photonic artificial intelligence to support unconditionally secure communications

The next generation of smart Internet services requires a high level of data protection for sensitive information exchanged (e.g., bank transactions, defense operations). The forthcoming advent of accessible quantum computation will put at risk any classical encryption protocols. Unbreakable data protection, against cyberattacks or unauthorized access, can be guaranteed by quantum encryption protocols, such as […]

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Hybrid Architectures for Spoken Language Understanding

Most approaches to intelligent, speech-enabled devices today in the research world involve training neural networks on prohibitively large amounts of examples, with little direct control over what is actually learned. On the other hand, this approach often cannot be applied in real-world settings where the required amount of examples does not yet exist, or the […]

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High-dimensional hyper-entangled photonic cluster states towards quantum information science applications

Quantum technologies (QTs) such as quantum computing, information processing, and sensing will characterize next generation lives. For this reason, many efforts have been spent to implement quantum platforms for integrated, affordable, and reproducible QTs. Quantum photonics provides an ideal framework to achieve this goal. In this project, we will deliver an integrated quantum photonic platform […]

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Optimized qudit-based computation schemes using optical neural networks

Since the onset of the digital age, the need to process tremendous amounts of data has become of critical importance for healthcare, financial, and government sectors. This has made information processing tasks increasingly complex, and thus far, there exists no realistic platform that can meet the stringent requirements of the computation industry, e.g., in terms […]

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Menya : Apprentissage de fonctions heuristiques pour la planification automatique

Menya Solutions est la division spécialisée en intelligence artificielle (IA) de la compagnie Levio, une entreprise de transformation numérique en pleine croissance basée à Québec et comptant maintenant plus de 1600 conseillers. Menya développe des logiciels pour l’aide à la décision, la valorisation des données, le contrôle automatisé et la vision robotique pour ses différents […]

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Finite-Rate Quantum Error-Correcting Codes for Photonic Quantum Computing

Quantum computers offer superior advantages compared to classical computers. Technological and theoretical developments have spurred lots of research to enable fully functioning prototypes for quantum computers. One of the main challenges in this direction is building a fault-tolerant quantum computer. In this project, we aim to analyze and design a new method for providing better […]

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