Deeplite is enabling AI for everyday life. We use AI to automatically make other AI models smaller, faster, and more energy-efficient. Deeplite creates highly compact, high-performance deep neural networks that can run on edge devices such as vehicles, cameras, sensors, drones, phones and many other devices you use every day. Our software is available on-premise to accelerate the productization of computer vision & perception (CNNs) AI models and associated applications, like image classification and object detection. With an automated approach, users simply need to reference their pretrained model, a dataset, and constraints (e.g., accuracy, size) and press run. Furthermore, Deeplite provides a hardware-agnostic approach, enabling optimized and accelerated CNNs to support the processor constraints of MCUs, CPUs, GPUs, FPGAs, ASICs.
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Deeplite Accelerates AI on Arm CPUs Using Ultra-Compact Quantization
DeepliteRT allows customers to utilize existing Arm CPUs for computer vision at the edge while delivering GPU-level performance MONTREAL, Jan. 4, 2022 /PRNewswire/ — Deeplite, a provider of AI optimization software designed to make AI model inference faster, more compact and energy-efficient, today announced Deeplite Runtime (DeepliteRT), a new addition to its platform that makes AI …
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Deeplite Demonstration of Enabling Deep Neural Networks on Increasingly Constrained Edge Devices
Davis Sawyer, Co-founder and Chief Product Officer at Deeplite, demonstrates the company’s latest edge AI and vision technologies and products at the 2021 Embedded Vision Summit. Specifically, Sawyer demonstrates how the company’s products enable deep neural networks on increasingly constrained edge devices. To help pave the way for straightforward deep learning deployments in increasingly constrained …
Deeplite Demonstration of Empowering AI in Mobility
Charles Marsh, Chief Operating Officer at Deeplite, demonstrates the company’s latest edge AI and vision technologies and products at the 2021 Embedded Vision Summit. Specifically, Marsh demonstrates empowering AI in mobility. AI and deep learning for edge devices is gaining momentum, promising to empower numerous applications both inside and outside vehicles. However, such implementations can …
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Edge AI – Speaking the Same Language
This blog post was originally published at Deeplite’s website. It is reprinted here with the permission of Deeplite. Words can have multiple meanings. As a result, people involved with adjacent areas of the technology industry often misunderstand each other, even when using the same terms. Each group has its own frame of reference, history and …
Deeplite Raises $6-million Series Seed to Enable AI for Everyday Life
April 13, 2021 – Deeplite Inc. today announced the closing of a $6-million seed financing round led by the Boston-based venture capital firm PJC with participation from leading AI technology venture firms and industry leaders Innospark Ventures, Differential Ventures, Ajay Shah Executive Chairman, Smart Global Holding, and included follow on investment from Somel Investments, BDC …
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Deeplite for Smart Manufacturing – Case Study
This blog post was originally published at Deeplite’s website. It is reprinted here with the permission of Deeplite. Are you looking to enable machine vision while saving on digitalization and manufacturing costs? Implementing AI in smart manufacturing can be transformational to your business, but it can also be challenging to achieve! At Deeplite, we are …
DNN Model Optimization Series: Part III – Achieve Up to 30x DNN Model Compression (While Maintaining Accuracy!)
This blog post was originally published at Deeplite’s website. It is reprinted here with the permission of Deeplite. Welcome back to the DNN model optimization series! Our recent paper on Deeplite’s unique optimization software, Neutrino™, won the “Best Deployed System” award at Innovative Applications of Artificial Intelligence 2021. For this occasion, we decided to dedicate this …
DNN Model Optimization Series Part II: Model Compression – Top 10 Questions Answered
This blog post was originally published at Deeplite’s website. It is reprinted here with the permission of Deeplite. As discussed in our previous blog post, compressing large deep learning models will pave the way for many new AI applications and enable AI to assist our everyday lives. This makes model compression a hot research area, …
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Deeplite and Mila Enter Artificial Intelligence Research Partnership for AI/ML Optimization
Montreal, Canada – September 23, 2020 – Montreal-based AI startup Deeplite, Inc, announced a research partnership with Mila, an academic research institution dedicated to advancing artificial intelligence (AI), with a strong focus on deep learning optimization to enable AI/ML in the cloud and at the edge. Deeplite and Mila will collaborate on research and talent …
DNN Model Optimization Series Part I: What’s the Drill?
This blog post was originally published at Deeplite’s website. It is reprinted here with the permission of Deeplite. Why Do You Need to Optimize Your DNN Model? At Deeplite, we believe that AI (Artificial Intelligence) is here to enhance the way we interact with things that we use to create a better life. From a …
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