Embedl offers a diverse set of cutting-edge tools and expertise, empowering AI teams to craft incredibly efficient deep learning models. Embedl aims to revolutionize the world of embedded systems by commercializing its state-of-the-art deep learning model optimization SDK. With up to 94% reduced energy consumption, 16x increased execution speed, and 8x memory model compression, the SDK enables users to develop market-leading solutions by designing energy-efficient deep learning models that meet real-time requirements in cost-efficient hardware. Through the innovative model optimization SDK, the process of generating superior models becomes streamlined and automated. Embedl is committed to innovation and excellence, is deeply connected to academic research, and actively collaborates with prominent industry players. These valuable collaborations nurture a thriving innovation ecosystem, empowering Embedl to constantly push the limits of what’s achievable in embedded intelligence.
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Vision Transformers vs CNNs at the Edge
This blog post was originally published at Embedl’s website. It is reprinted here with the permission of Embedl. “The Transformer has taken over AI”, says Andrej Karpathy, (Former) Director of AI at Tesla, in a recent episode on the popular Lex Fridman podcast. The seminal paper “Attention is All You Need” by Vaswani and 7 […]
Prompt Engineering in Vision
This blog post was originally published at Embedl’s website. It is reprinted here with the permission of Embedl. Recently, we have all witnessed the stunning success of prompt engineering in natural language processing (NLP) applications like ChatGPT: one supplies a text prompt to a large language model (LLM) like GPT-4 and the result is a […]
What Do Vision Transformers See?
This blog post was originally published at Embedl’s website. It is reprinted here with the permission of Embedl. CNNs have long been the workhorses of vision ever since they achieved the dramatic breakthroughs of super-human performance with AlexNet in 2012. But recently, the vision transformer (ViT) is changing the picture. CNNs have a an inductive […]
