ML13269 Ultracluster

Scaling Large Language Model (LLM) training with Amazon EC2 Trn1 UltraClusters

by AI Generated Robotic ContentFAANGPosted on Comments are Disabled

Modern model pre-training often calls for larger cluster deployment to reduce time and cost. At the server level, such training workloads demand faster compute and increased memory allocation. As models grow to hundreds of billions of parameters, they require a distributed training mechanism that spans multiple nodes (instances). In October 2022, we launched Amazon EC2 …

Read more “Scaling Large Language Model (LLM) training with Amazon EC2 Trn1 UltraClusters”

1 Cost Optimization.max 1000x1000 1

8 ways to cut costs and drive profits using data and AI

by AI Generated Robotic ContentFAANGPosted on Comments are Disabled

We are increasingly seeing one question arise in virtually every customer conversation: How can the organization save costs and drive new revenue streams?  Everyone would love a crystal ball, but what you may not realize is that you already have one. It’s in your data. By leveraging Data Cloud and AI solutions, you can put …

Read more “8 ways to cut costs and drive profits using data and AI”

UK’s Conservation AI Makes Huge Leap Detecting Threats to Endangered Species Across the Globe

by AI Generated Robotic ContentFAANGPosted on Comments are Disabled

The video above represents one of the first times that a pangolin, one of the world’s most critically endangered species, was detected in real time using artificial intelligence. A U.K.-based nonprofit called Conservation AI made this possible with the help of NVIDIA technology. Such use of AI can help track even the rarest, most reclusive …

Read more “UK’s Conservation AI Makes Huge Leap Detecting Threats to Endangered Species Across the Globe”

Timelessness language blog post 1024x204 1

What Stories Drive the Most Successful Digital Marketing Campaigns?

by AI Generated Robotic ContentTextPosted on Comments are Disabled

Have you ever made a purchase that you had to rationalize? Maybe it was very expensive. Or you didn’t really need it. Or it was reasonably priced and you needed it, but you had more urgent expenses. Whether the item was a new car, or a new phone, or a new pair of shoes, it’s …

Read more “What Stories Drive the Most Successful Digital Marketing Campaigns?”

Improving Human Annotation Effectiveness for Fact Collection by Identifying the Most Relevant Answers

by AI Generated Robotic ContentFAANGPosted on Comments are Disabled

This paper was accepted at the Workshops on Data Science with Human in the Loop at EMNLP 2022 Identifying and integrating missing facts is a crucial task for knowledge graph completion to ensure robustness towards downstream applications such as question answering. Adding new facts to a knowledge graph in real world system often involves human …

Read more “Improving Human Annotation Effectiveness for Fact Collection by Identifying the Most Relevant Answers”

FriendlyCore2520hero

FriendlyCore: A novel differentially private aggregation framework

by AI Generated Robotic ContentFAANGPosted on Comments are Disabled

Posted by Haim Kaplan and Yishay Mansour, Research Scientists, Google Research Differential privacy (DP) machine learning algorithms protect user data by limiting the effect of each data point on an aggregated output with a mathematical guarantee. Intuitively the guarantee implies that changing a single user’s contribution should not significantly change the output distribution of the …

Read more “FriendlyCore: A novel differentially private aggregation framework”