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Powerful infrastructure innovations for your AI-first future

by AI Generated Robotic ContentFAANG October 31, 2024Comments are Disabled

The rise of generative AI has ushered in an era of unprecedented innovation, demanding increasingly complex and more powerful AI models. These advanced models necessitate high-performance infrastructure capable of efficiently scaling AI training, tuning, and inferencing workloads while optimizing for both system performance and cost effectiveness. Google Cloud has been pioneering AI infrastructure for over …

Speculative Streaming: Fast LLM Inference Without Auxiliary Models

by AI Generated Robotic ContentFAANG October 30, 2024Comments are Disabled

This paper was accepted at the Efficient Natural Language and Speech Processing (ENLSP) workshop at NeurIPS 2024. Speculative decoding is a prominent technique to speed up the inference of a large target language model based on predictions of an auxiliary draft model. While effective, in application-specific settings, it often involves fine-tuning both draft and target …

Empower your generative AI application with a comprehensive custom observability solution

by AI Generated Robotic ContentFAANG October 30, 2024Comments are Disabled

Recently, we’ve been witnessing the rapid development and evolution of generative AI applications, with observability and evaluation emerging as critical aspects for developers, data scientists, and stakeholders. Observability refers to the ability to understand the internal state and behavior of a system by analyzing its outputs, logs, and metrics. Evaluation, on the other hand, involves …

Gemini models are coming to GitHub Copilot

by AI Generated Robotic ContentFAANG October 30, 2024Comments are Disabled

Today, we’re announcing that GitHub will make Gemini models – starting with Gemini 1.5 Pro – available to developers on its platform for the first time through a new partnership with Google Cloud. Developers value flexibility and control in choosing the best model suited to their needs — and this partnership shows that the next …

Promoting Cross-Modal Representations to Improve Multimodal Foundation Models for Physiological Signals

by AI Generated Robotic ContentFAANG October 29, 2024Comments are Disabled

Many healthcare applications are inherently multimodal, involving several physiological signals. As sensors for these signals become more common, improving machine learning methods for multimodal healthcare data is crucial. Pretraining foundation models is a promising avenue for success. However, methods for developing foundation models in healthcare are still in early exploration and it is unclear which …

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Import data from Google Cloud Platform BigQuery for no-code machine learning with Amazon SageMaker Canvas

by AI Generated Robotic ContentFAANG October 29, 2024Comments are Disabled

In the modern, cloud-centric business landscape, data is often scattered across numerous clouds and on-site systems. This fragmentation can complicate efforts by organizations to consolidate and analyze data for their machine learning (ML) initiatives. This post presents an architectural approach to extract data from different cloud environments, such as Google Cloud Platform (GCP) BigQuery, without …

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‘India Should Manufacture Its Own AI,’ Declares NVIDIA CEO

by AI Generated Robotic ContentFAANG October 29, 2024Comments are Disabled

Artificial intelligence will be the driving force behind India’s digital transformation, fueling innovation, economic growth, and global leadership, NVIDIA founder and CEO Jensen Huang said Thursday at NVIDIA’s AI Summit in Mumbai. Addressing a crowd of entrepreneurs, developers, academics and business leaders, Huang positioned AI as the cornerstone of the country’s future. India has an …

Smart Audit System Empowered by LLM

by AI Generated Robotic ContentFAANG October 27, 2024Comments are Disabled

Manufacturing quality audits are pivotal for ensuring high product standards in mass production environments. Traditional auditing processes, however, are labor-intensive and heavily reliant on human expertise, posing challenges in maintaining transparency, accountability, and continuous improvement across complex global supply chains. To address these challenges, we propose a smart audit system empowered by large language models …

Divide-or-Conquer? Which Part Should You Distill Your LLM?

by AI Generated Robotic ContentFAANG October 26, 2024Comments are Disabled

Recent methods have demonstrated that Large Language Models (LLMs) can solve reasoning tasks better when they are encouraged to solve subtasks of the main task first. In this paper we devise a similar strategy that breaks down reasoning tasks into a problem decomposition phase and a problem solving phase and show that the strategy is …

How Planview built a scalable AI Assistant for portfolio and project management using Amazon Bedrock

by AI Generated Robotic ContentFAANG October 26, 2024Comments are Disabled

This post is co-written with Lee Rehwinkel from Planview. Businesses today face numerous challenges in managing intricate projects and programs, deriving valuable insights from massive data volumes, and making timely decisions. These hurdles frequently lead to productivity bottlenecks for program managers and executives, hindering their ability to drive organizational success efficiently. Planview, a leading provider …