Paul Quintana’s Post

Want a more efficient and sustainable computer experience? AI OS is the key! Explore our infographic to see how it predicts utilization times and reduces downtime.

#tinyMLAsia 2023 "#Benchmarking #AIcompiler for the #TinyMLmarket" by Peter Chang from Skymizer https://lnkd.in/gbN6zmSQ. As #MachineLearning continues to expand its influence across various domains, #AIdevelopers are increasingly focusing on deploying AI models on tiny devices like #MCUs. These devices present unique challenges and limitations, such as constrained energy consumption. Skymizer, a company specializing in AI system software, has recognized the potential of AI in such small-scale devices. As a crucial initial stride, Skymizer has provided benchmark figures to the publicly announced MLPerf Tiny v1.1 in June 2023. The demonstration employs two distinct MCUs: one sourced from Skymizer’s partner Nuvoton and another from STMicrocontroller. The primary aim is to showcase the capabilities of Skymizer’s AI compiler, #ONNC, when applied to the TinyML market. The outcomes underscore ONNC’s advantages in terms of performance, energy efficiency, and memory utilization. This presentation begins introducing the MLPerf Tiny benchmark and delving into their firsthand encounter with the submission process. Subsequently, Peter explores the optimization of AI models for hardware from the perspective of a compiler. Lastly, Peter shares their thoughts on the possibility of the future benchmark designs to accommodate the emerging TinyML market.

The sound of the next wave is already coming 🌊 Have you heard the buzz on generative AI's impact on data centers? 😉 If you've been following the news about AI adoption, you're aware of the forecasted surge in computing densities and the need for an alternative to traditional cooling. Companies venturing into emerging tech can gain an edge by exploring innovative liquid cooling options that scale seamlessly for tomorrow’s needs. 💡🌊 http://ms.spr.ly/6042cpdg2 #AIInnovation #LiquidCooling #TechTrends #VertivTechnologie

Want a more efficient and sustainable computer experience? AI OS is the key! Explore our infographic to see how it predicts utilization times and reduces downtime.

Want a more efficient and sustainable computer experience? AI OS is the key! Explore our infographic to see how it predicts utilization times and reduces downtime.

Want a more efficient and sustainable computer experience? AI OS is the key! Explore our infographic to see how it predicts utilization times and reduces downtime.

Want a more efficient and sustainable computer experience? AI OS is the key! Explore our infographic to see how it predicts utilization times and reduces downtime.

Want a more efficient and sustainable computer experience? AI OS is the key! Explore our infographic to see how it predicts utilization times and reduces downtime.

AI and AR: The Next Computing Revolution Takeaways from Jensen Huang and Mark Zuckerberg's SIGGRAPH talk: 1. AI isn't just a tool. It's a new way of thinking about software and problem-solving. 2. Open-source AI is winning. It's democratizing innovation, just like Windows did for PCs. 3. Personal AI assistants are coming. They'll be extensions of ourselves, not just chatbots. 4. The future of computing is on our faces. AR glasses are the next frontier. 5. AI and AR are converging faster than expected. Each makes the other more powerful. 6. Ecosystems matter more than products. PyTorch and LLaMA prove this. 7. In tech, standing still is moving backward. Continuous reinvention is the only constant. 8. Long-term vision beats short-term criticism. True innovators persist. 9. Democratizing advanced tech accelerates progress. It's not just about access, but empowerment. 10. Even in a world of AI and AR, human quirks and connections remain central. The most profound technologies are those that disappear. They weave themselves into the fabric of everyday life until they're indistinguishable from it. AI and AR are on this path. They're not just changing what we can do, but how we think about what's possible. The next computing revolution won't be about faster processors or bigger screens. It'll be about seamlessly blending the digital and physical worlds. Are you ready for a world where your glasses understand what you see and your AI assistant knows what you mean, not just what you say? The future is open-source, personalized, and augmented. It's not about escaping reality, but enhancing it. What if the next big leap in productivity isn't a new app, but a new way of interfacing with all apps? The best technology feels like magic. The best companies make that magic accessible to everyone. In the end, technology should amplify our humanity, not replace it. The goal isn't to become more like computers, but to make computers more like us. Thoughts?

Want a more efficient and sustainable computer experience? AI OS is the key! Explore our infographic to see how it predicts utilization times and reduces downtime.