AWS Machine Learning Blog
Category: HAQM Comprehend
Visualize an HAQM Comprehend analysis with a word cloud in HAQM QuickSight
Searching for insights in a repository of free-form text documents can be like finding a needle in a haystack. A traditional approach might be to use word counting or other basic analysis to parse documents, but with the power of HAQM AI and machine learning (ML) tools, we can gather deeper understanding of the content. […]
Semantic image search for articles using HAQM Rekognition, HAQM SageMaker foundation models, and HAQM OpenSearch Service
Digital publishers are continuously looking for ways to streamline and automate their media workflows in order to generate and publish new content as rapidly as they can. Publishers can have repositories containing millions of images and in order to save money, they need to be able to reuse these images across articles. Finding the image that best matches an article in repositories of this scale can be a time-consuming, repetitive, manual task that can be automated. It also relies on the images in the repository being tagged correctly, which can also be automated (for a customer success story, refer to Aller Media Finds Success with KeyCore and AWS). In this post, we demonstrate how to use HAQM Rekognition, HAQM SageMaker JumpStart, and HAQM OpenSearch Service to solve this business problem.
Enhancing AWS intelligent document processing with generative AI
Data classification, extraction, and analysis can be challenging for organizations that deal with volumes of documents. Traditional document processing solutions are manual, expensive, error prone, and difficult to scale. AWS intelligent document processing (IDP), with AI services such as HAQM Textract, allows you to take advantage of industry-leading machine learning (ML) technology to quickly and […]
Safe image generation and diffusion models with HAQM AI content moderation services
Generative AI technology is improving rapidly, and it’s now possible to generate text and images based on text input. Stable Diffusion is a text-to-image model that empowers you to create photorealistic applications. You can easily generate images from text using Stable Diffusion models through HAQM SageMaker JumpStart. The following are examples of input texts and […]
Identify objections in customer conversations using HAQM Comprehend to enhance customer experience without ML expertise
According to a PWC report, 32% of retail customers churn after one negative experience, and 73% of customers say that customer experience influences their purchase decisions. In the global retail industry, pre- and post-sales support are both important aspects of customer care. Numerous methods, including email, live chat, bots, and phone calls, are used to […]
HAQM Comprehend document classifier adds layout support for higher accuracy
The ability to effectively handle and process enormous amounts of documents has become essential for enterprises in the modern world. Due to the continuous influx of information that all enterprises deal with, manually classifying documents is no longer a viable option. Document classification models can automate the procedure and help organizations save time and resources. […]
Build end-to-end document processing pipelines with HAQM Textract IDP CDK Constructs
September 2023: This post was reviewed and updated. Intelligent document processing (IDP) with AWS helps automate information extraction from documents of different types and formats, quickly and with high accuracy, without the need for machine learning (ML) skills. Faster information extraction with high accuracy can help you make quality business decisions on time, while reducing […]
How the UNDP Independent Evaluation Office is using AWS AI/ML services to enhance the use of evaluation to support progress toward the Sustainable Development Goals
The United Nations (UN) was founded in 1945 by 51 original Member States committed to maintaining international peace and security, developing friendly relations among nations, and promoting social progress, better living standards, and human rights. The UN is currently made up of 193 Member States and has evolved over the years to keep pace with […]
Simplify continuous learning of HAQM Comprehend custom models using Comprehend flywheel
HAQM Comprehend is a managed AI service that uses natural language processing (NLP) with ready-made intelligence to extract insights about the content of documents. It develops insights by recognizing the entities, key phrases, language, sentiments, and other common elements in a document. The ability to train custom models through the Custom classification and Custom entity […]
Introducing the HAQM Comprehend flywheel for MLOps
The world we live in is rapidly changing, and so are the data and features that companies and customers use to train their models. Retraining models to keep them in sync with these changes is critical to maintain accuracy. Therefore, you need an agile and dynamic approach to keep models up to date and adapt […]