AWS Machine Learning Blog
Category: HAQM Personalize
Generate user-personalized communication with HAQM Personalize and HAQM Bedrock
In this post, we demonstrate how to use HAQM Personalize and HAQM Bedrock to generate personalized outreach emails for individual users using a video-on-demand use case. This concept can be applied to other domains, such as compelling customer experiences for ecommerce and digital marketing use cases.
Deliver personalized marketing with HAQM Bedrock Agents
In this post, we demonstrate a solution using HAQM Bedrock Agents, HAQM Bedrock Knowledge Bases, HAQM Bedrock Developer Experience, and HAQM Personalize that allow marketers to save time and deliver efficient personalized advertising using a generative AI enhanced solution. Our solution is a marketing agent that shows how HAQM Personalize can effectively segment target customers based on relevant characteristics and behaviors. Additionally, by using HAQM Bedrock Agents and foundation models (FMs), our tool generates personalized creative content specifically tailored to each purpose. It customizes the tone, creative style, and individual preferences according to each customer’s specific prompt, providing highly customized and effective marketing communications.
Provide a personalized experience for news readers using HAQM Personalize and HAQM Titan Text Embeddings on HAQM Bedrock
In this post, we show how you can recommend breaking news to a user using AWS AI/ML services. By taking advantage of the power of HAQM Personalize and HAQM Titan Text Embeddings on HAQM Bedrock, you can show articles to interested users within seconds of them being published.
Enhance image search experiences with HAQM Personalize, HAQM OpenSearch Service, and HAQM Titan Multimodal Embeddings in HAQM Bedrock
A variety of different techniques have been used for returning images relevant to search queries. Historically, the idea of creating a joint embedding space to facilitate image captioning or text-to-image search has been of interest to machine learning (ML) practitioners and businesses for quite a while. Contrastive Language–Image Pre-training (CLIP) and Bootstrapping Language-Image Pre-training (BLIP) […]
HAQM Personalize launches new recipes supporting larger item catalogs with lower latency
We are excited to announce the general availability of two advanced recipes in HAQM Personalize, User-Personalization-v2 and Personalized-Ranking-v2 (v2 recipes), which are built on the cutting-edge Transformers architecture to support larger item catalogs with lower latency. In this post, we summarize the new enhancements, and guide you through the process of training a model and providing recommendations for your users.
Introducing automatic training for solutions in HAQM Personalize
HAQM Personalize is excited to announce automatic training for solutions. Solution training is fundamental to maintain the effectiveness of a model and make sure recommendations align with users’ evolving behaviors and preferences. As data patterns and trends change over time, retraining the solution with the latest relevant data enables the model to learn and adapt, […]
Build a news recommender application with HAQM Personalize
With a multitude of articles, videos, audio recordings, and other media created daily across news media companies, readers of all types—individual consumers, corporate subscribers, and more—often find it difficult to find news content that is most relevant to them. Delivering personalized news and experiences to readers can help solve this problem, and create more engaging […]
How VistaPrint delivers personalized product recommendations with HAQM Personalize
VistaPrint, a Cimpress business, is the design and marketing partner to millions of small businesses around the world. For more than two decades, VistaPrint has empowered small businesses to quickly and effectively create the marketing products – from promotional materials and signage to print advertising and more – to get the job done, regardless of […]
Unlock personalized experiences powered by AI using HAQM Personalize and HAQM OpenSearch Service
OpenSearch is a scalable, flexible, and extensible open source software suite for search, analytics, security monitoring, and observability applications, licensed under the Apache 2.0 license. HAQM OpenSearch Service is a fully managed service that makes it straightforward to deploy, scale, and operate OpenSearch in the AWS Cloud. OpenSearch uses a probabilistic ranking framework called BM-25 […]
Drive hyper-personalized customer experiences with HAQM Personalize and generative AI
Today, we are excited to announce three launches that will help you enhance personalized customer experiences using HAQM Personalize and generative AI. Whether you’re looking for a managed solution or build your own, you can use these new capabilities to power your journey. HAQM Personalize is a fully managed machine learning (ML) service that makes […]