This presentation explores io.net's revolutionary approach to achieving high-throughput inference by deploying thousands of decentralized, globally-distributed GPU clusters powered by Ray Core and Ray Serve. Demonstrations will include a step-by-step guide on rapidly scaling "KubeRay" and Ray Core clusters to meet any computational demands.
Decentralization for Lower Latency: Understand how io.net has used decentralized architectures to bring machine learning models closer to end-users, thereby reducing inference time.
Global Distribution for Resiliency: Learn about the importance of globally-distributed GPU clusters in achieving fault tolerance and maximizing uptime.
High Throughput with Ray Serve: Discover how Ray Serve can be tuned for high-throughput inference pipelines, allowing for more requests per second without sacrificing quality.
Rapid Deployment via KubeRay: Witness a live demo that showcases the speed and ease with which KubeRay enables deployment of Ray clusters, scaling to any size almost instantaneously. The world's first decentralized Kubernetes clusters.
Adaptability and Flexibility: Gain insights into the adaptability of this architecture, suitable for various industry applications.
Co-founder and CTO of ANTBIT.IO, With a passion for distributed computing and DePIN, he has revolutionized the industry by building the world's largest decentralized GPU cloud, empowering generative AI startups. Ahmad's groundbreaking achievements include winning international medals for his GPU textures compression algorithm speeding up rendering by 66 times, and building low-latency ML Quant Trading Algorithms.
Co-founder and COO of ANTBIT.IO. Prior to ANTBIT.IO he was director of FCA regulated crypto asset management platform in UK and prior to that he was involved in the finance industry for over 20 years. Starting out as a broker and portfolio manager, he went on to become a fund manager, the CEO of his own fund management company and the CEO of the biggest private fund management company in Slovenia. With wide-ranging interests, he has also cofounded start-ups in the food industry (organic and vegan products), IT (sensors, IoT), and digital marketing (virtual reality, social media campaigns).
Come connect with the global community of thinkers and disruptors who are building and deploying the next generation of AI and ML applications.