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With the general availability of Amazon Bedrock Agents, you can rapidly develop generative AI applications to run multi-step tasks across a myriad of enterprise systems and data sources. However, some geographies and regulated industries bound by data protection and privacy regulations have sought to combine generative AI services in the cloud with regulated data on …
The way users search is evolving. When searching for a product, users might type in natural-sounding language or search with images. In return, they want tailored results that are specific to their query. To meet these demands, developers need robust multimodal search systems. In this blog post, we’ll share a powerful approach to build a …
Read more “Unlock multimodal search at scale: Combine text & image power with Vertex AI”
Multilingual knowledge graphs (KGs) provide high-quality relational and textual information for various NLP applications, but they are often incomplete, especially in non-English languages. Previous research has shown that combining information from KGs in different languages aids either Knowledge Graph Completion (KGC), the task of predicting missing relations between entities, or Knowledge Graph Enhancement (KGE), the …
Given the value of data today, organizations across various industries are working with vast amounts of data across multiple formats. Manually reviewing and processing this information can be a challenging and time-consuming task, with a margin for potential errors. This is where intelligent document processing (IDP), coupled with the power of generative AI, emerges as …
Read more “How BQA streamlines education quality reporting using Amazon Bedrock”
Editor’s note: This announcement was originally published on November 21, 2024, announcing the general availability of Mistral Large 24.11 on Vertex AI. This announcement was updated on January 13, 2025, to reflect the availability of Codestral 25.01, Mistral AI’s newest model designed for code generation tasks. In July, we announced the availability of Mistral AI’s …
Read more “Announcing Mistral AI’s Mistral Large 24.11 and Codestral 25.01 models on Vertex AI”
Google Cloud’s mission is to accelerate every organization’s ability to digitally transform its business and industry — and a key part of doing that is with our ISV and service partners, who possess critical industry knowledge and technical expertise. To provide customers with the most advanced ecosystem of solutions across industries, we’ve enabled these partners …
Read more “Empowering retailers with AI for commerce, marketing, supply chains, and more”
Fingerprinting codes are a crucial tool for proving lower bounds in differential privacy. They have been used to prove tight lower bounds for several fundamental questions, especially in the “low accuracy” regime. Unlike reconstruction/discrepancy approaches however, they are more suited for proving worst-case lower bounds, for query sets that arise naturally from the fingerprinting codes …
A Private Repetition algorithm takes as input a differentially private algorithm with constant success probability and boosts it to one that succeeds with high probability. These algorithms are closely related to private metaselection algorithms that compete with the best of many private algorithms, and private hyperparameter tuning algorithms that compete with the best hyperparameter settings …
Read more “Privacy-Computation Trade-offs in Private Repetition and Metaselection”
Digital lending is a critical business enabler for banks and financial institutions. Customers apply for a loan online after completing the know your customer (KYC) process. A typical digital lending process involves various activities, such as user onboarding (including steps to verify the user through KYC), credit verification, risk verification, credit underwriting, and loan sanctioning. …
Read more “Build an Amazon Bedrock based digital lending solution on AWS”
Closing the gap between impressive model demos and real-world performance is crucial for successfully deploying generative AI for enterprise. Despite the incredible capabilities of generative AI for enterprise, this perceived gap may be a barrier for many developers and enterprises to “productionize” AI. This is where retrieval-augmented generation (RAG) becomes non-negotiable – it strengthens your …
Read more “Introducing Vertex AI RAG Engine: Scale your Vertex AI RAG pipeline with confidence”