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1 year, 1 month agoHardware for AI
The company HawAI.tech (Hardware for AI) designs hardware accelerators to provide explainable, accountable and transparent artificial intelligence (AI).
Probabilistic models are the basis of this next generation of AI as the former Intel CTO Mike Mayberry says: "The third wave of AI [...] will be around probabilistic computing". These models meet our needs by combining the strengths of expert systems and neural networks, namely reasoning and learning. They enable a more frugal AI as they require much less data to learn and much less energy for their execution. Moreover, this type of AI meets the needs for an explainable AI of many industry sectors (defense, health, automotive, finance) seeking to justify the decisions made by their system.
The hardware available today does not allow an efficient execution of probabilistic models. This mismatch between the probabilistic nature of the models and the existing hardware on the market makes their use inefficient in terms of cost and performance. Thus, based on the results of more than 15 years of research conducted at the CNRS and INRIA, HawAI.tech is a pioneer company that develops computing architectures that make the use of probabilistic models possible and competitive. Our accelerators are focusing on edge computing use cases to allow a efficient computation locally close to the sensor.
AI, Probabilistic computing, Bayesian inference, and Stochastic machine
Hardware for AI
The company HawAI.tech (Hardware for AI) designs hardware accelerators to provide explainable, accountable and transparent artificial intelligence (AI).
Probabilistic models are the basis of this next generation of AI as the former Intel CTO Mike Mayberry says: "The third wave of AI [...] will be around probabilistic computing". These models meet our needs by combining the strengths of expert systems and neural networks, namely reasoning and learning. They enable a more frugal AI as they require much less data to learn and much less energy for their execution. Moreover, this type of AI meets the needs for an explainable AI of many industry sectors (defense, health, automotive, finance) seeking to justify the decisions made by their system.
The hardware available today does not allow an efficient execution of probabilistic models. This mismatch between the probabilistic nature of the models and the existing hardware on the market makes their use inefficient in terms of cost and performance. Thus, based on the results of more than 15 years of research conducted at the CNRS and INRIA, HawAI.tech is a pioneer company that develops computing architectures that make the use of probabilistic models possible and competitive. Our accelerators are focusing on edge computing use cases to allow a efficient computation locally close to the sensor.
Corporate | Type | Tweets | Articles | |
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Grenoble Angels - Oser l'entreprise Startup accelerator & VC | Grenoble Angels - Oser l'entreprise Startup accelerator & VC | Other 21 Oct 2024 | | |
CNIL - Commission Nationale de l'Informatique et des Libertés Government Administration | CNIL - Commission Nationale de l'Informatique et des Libertés Government Administration | Other 10 Sep 2024 | | |
Talan IT services, IT Services and IT Consulting | Talan IT services, IT Services and IT Consulting | Other 10 Sep 2024 | | |
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CMA CGM Transportation, Logistics, Supply Chain and Storage | CMA CGM Transportation, Logistics, Supply Chain and Storage | Other 27 May 2024 | | |
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La Poste Groupe Postal services, Truck Transportation | La Poste Groupe Postal services, Truck Transportation | Other 27 May 2024 | | |
Serena Startup accelerator & VC, Venture Capital and Private Equity Principals | Serena Startup accelerator & VC, Venture Capital and Private Equity Principals | Other 18 Apr 2024 | | |
Leonard Construction | Leonard Construction | Other 28 Mar 2024 | | |
BFM Business Media, Broadcast Media Production and Distribution | BFM Business Media, Broadcast Media Production and Distribution | Other 29 Mar 2024 | |