GPU Technology Conference Keynote Oct 2020 | Part 6: "AI for Every Company"

TL;DR

NVIDIA discusses the power of AI and recommender systems, introduces their accelerated recommender system called Merlin, and announces partnerships with Cloudera and VMware to bring AI and GPU-acceleration to enterprises.

Transcript

The world's enterprise is awakening to the power of AI. What AI and machine learning applications will the world's enterprises need? How will today's enterprise computing environment accommodate the new model of computing – scale-out and microservices? For the rest of my talk, I will explore some of these. One of the most important AI models is t... Read More

Key Insights

• 👤 Recommender systems are increasingly important in various industries, offering personalized recommendations to billions of users.
• 💨 NVIDIA Merlin provides a fast and scalable solution for companies dealing with large amounts of data.
• ❓ NVIDIA RAPIDS is a popular data processing platform used by enterprises for critical operations.
• ❓ The partnership between NVIDIA and Cloudera will enhance the capabilities of the Cloudera Data Platform.
• 🛄 NVIDIA and VMware's collaboration aims to bring GPU-acceleration to different computing modes in enterprises.
• ❓ AI and GPU-acceleration have the potential to revolutionize enterprise computing and data processing.
• 🎰 The demand for AI and machine learning applications is rapidly increasing in the enterprise sector.

Questions & Answers

Q: What is the role of recommender systems in various applications?

Recommender systems play a key role in e-commerce, digital advertising, social media, news readers, music and movie services, and more by learning user preferences and making personalized recommendations.

Q: What does NVIDIA Merlin offer as an accelerated recommender system?

NVIDIA Merlin is a superfast and scalable recommender system that can handle large-scale data, making it ideal for companies collecting petabytes of data a day. It offers seamless integration with popular cloud platforms and has received positive feedback, including improved model accuracy for Tencent.

Q: How does NVIDIA RAPIDS contribute to data processing in enterprises?

NVIDIA RAPIDS is a high-performance data processing engine that supports multi-GPU and multi-node setups. It has been widely adopted by enterprises, including Adobe and Capital One, for data-driven operations like fraud detection and chatbots.

Q: What partnerships has NVIDIA announced to bring GPU-acceleration to enterprises?

NVIDIA has partnered with Cloudera to accelerate their data platform, combining Cloudera's existing solutions with NVIDIA RAPIDS and AI capabilities. Additionally, NVIDIA and VMware are collaborating to develop a data center platform that supports GPU-acceleration for virtualized, scale-out, and microservices computing.

Summary & Key Takeaways

• Recommender systems are crucial for e-commerce, social media, and other platforms, learning user preferences to make personalized recommendations.

• NVIDIA Merlin is an end-to-end accelerated recommender system that is fast, scalable, and can handle large amounts of data.

• NVIDIA RAPIDS, the core engine of Merlin, is a high-performance data processing platform that has been adopted by companies like Adobe and Capital One.