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Amazon Personalize

Improve image search experiences using Amazon Personalize, Amazon OpenSearch Service, and Amazon Titan Multimodal Embeddings within Amazon Bedrock.

Historically, image captioning and text-to-image search have fascinated machine-learning practitioners and businesses. The open-source models, Contrastive Language-Image Pre-training (CLIP) and Bootstrapping Language-Image Pre-training (BLIP), were the first to produce near-human results. Recently, multimodal models using generative models are being used to map text and images to the same embedding space for best results. Amazon has…

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Amazon Personalize introduces new features that support larger product catalogs and decrease latency.

Amazon Personalize, a machine learning (ML) technology used for customizing user experiences, has announced the general availability of two advanced recipes named User-Personalization-v2 and Personalized-Ranking-v2. These features utilize the Transformers architecture to support larger quantities of item catalogs with lower latency. The new features are improvements on previous versions, particularly in terms of scalability, latency, model…

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Presenting automated training for solutions through Amazon Personalize

Amazon Personalize has recently announced the integration of automatic training for solutions. This exciting development guarantees a more accurate and personalized user experience by keeping their recommendations current and in line with evolving user preferences. To gain a better understanding of how Amazon Personalize works, it's necessary to be familiar with certain terms. A "solution",…

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Develop a news suggestion application using Amazon Personalize.

The news industry generates a substantial amount of content daily but listeners, viewers, and readers often struggle to find the most relevant and relatable news. Using Amazon Personalize, companies can address this issue by offering personalized news recommendations tailored to individual preferences, thus enhancing engagement. A Fortune 500 media company implemented this solution in H1 2023.…

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How VistaPrint utilizes Amazon Personalize for custom product suggestions

VistaPrint, a Cimpress company, is a design and marketing partner to millions of small businesses globally, offering marketing products such as promotional materials, signage, and print advertising. Over its more than 20 years of operation, VistaPrint has developed a cloud-native system to better comprehend its customers’ needs and offer personalized product recommendations. Earlier, VistaPrint had…

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Leverage the power of AI to create customized experiences with Amazon Personalize and Amazon OpenSearch Service.

OpenSearch is open source software that offers an array of tools for search, data analytics, security monitoring, and observability applications. Amazon OpenSearch Service, powered by OpenSearch, simplifies the deployment, scaling, and operation of OpenSearch in the AWS Cloud. OpenSearch uses the BM-25 framework to calculate relevance scores, but this doesn’t consider user behavior data like clicks…

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