AWS Machine Learning

AUGUST 2, 2024

adds new APIs to customize GraphStorm pipelines: you now only need 12 lines of code to implement a custom node classification training loop. For more details about how to run graph multi-task learning with GraphStorm, refer to Multi-task Learning in GraphStorm in our documentation. introduces refactored graph ML pipeline APIs.

APIs 115

APIs Benchmark Construction Enterprise 115

AWS Machine Learning

NOVEMBER 1, 2023

Organizations can search for PII using methods such as keyword searches, pattern matching, data loss prevention tools, machine learning (ML), metadata analysis, data classification software, optical character recognition (OCR), document fingerprinting, and encryption.

APIs 114

APIs Government Engineering Telecommunications 114

AWS Machine Learning

MARCH 6, 2025

Amazon Bedrock is a fully managed service that offers a choice of high-performing Foundation Models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon via a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Metrics 84

Metrics Enterprise APIs Engineering 84

AWS Machine Learning

NOVEMBER 15, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

APIs 109

APIs Government Best practices Metrics 109

AWS Machine Learning

NOVEMBER 21, 2024

As generative AI models advance in creating multimedia content, the difference between good and great output often lies in the details that only human feedback can capture. Amazon SageMaker Ground Truth enables RLHF by allowing teams to integrate detailed human feedback directly into model training.

APIs 95

APIs Feedback Telecommunications Management 95

AWS Machine Learning

DECEMBER 6, 2023

Conversational AI has come a long way in recent years thanks to the rapid developments in generative AI, especially the performance improvements of large language models (LLMs) introduced by training techniques such as instruction fine-tuning and reinforcement learning from human feedback.

Analytics 125

Analytics APIs Engineering Construction 125

AWS Machine Learning

AUGUST 21, 2024

Today, physicians spend about 49% of their workday documenting clinical visits, which impacts physician productivity and patient care. By using the solution, clinicians don’t need to spend additional hours documenting patient encounters. What are the differences between AWS HealthScribe and the LMA for healthcare?

Healthcare 114

Healthcare Consulting Consulting APIs 114

AWS Machine Learning

MARCH 25, 2025

For more information about the SageMaker AI API, refer to the SageMaker AI API Reference. 8B-Instruct to DeepSeek-R1-Distill-Llama-8B, but the new model version has different API expectations. In this use case, you have configured a CloudWatch alarm to monitor for 4xx errors, which would indicate API compatibility issues.

APIs 85

APIs Engineering Accountability Metrics 85

AWS Machine Learning

FEBRUARY 21, 2025

Solution overview Our solution implements a verified semantic cache using the Amazon Bedrock Knowledge Bases Retrieve API to reduce hallucinations in LLM responses while simultaneously improving latency and reducing costs. The function checks the semantic cache (Amazon Bedrock Knowledge Bases) using the Retrieve API.

Engineering 119

Engineering APIs Analytics Enterprise 119

AWS Machine Learning

NOVEMBER 26, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API. This is one of the documents that a customer seeking a loan has uploaded. model on Amazon Bedrock.

Real estate 103

Real estate Engineering APIs Government 103

AWS Machine Learning

FEBRUARY 12, 2025

Amazon Bedrock , a fully managed service offering high-performing foundation models from leading AI companies through a single API, has recently introduced two significant evaluation capabilities: LLM-as-a-judge under Amazon Bedrock Model Evaluation and RAG evaluation for Amazon Bedrock Knowledge Bases.

Metrics 93

Metrics Engineering APIs Benchmark 93

AWS Machine Learning

FEBRUARY 10, 2025

Current challenges faced by enterprises Modern enterprises face numerous challenges, including: Managing vast amounts of unstructured data: Enterprises deal with immense volumes of data generated from various sources such as emails, documents, and customer interactions.

Enterprise 69

Enterprise APIs Government Healthcare 69

AWS Machine Learning

MAY 24, 2023

Intelligent document processing (IDP) is a technology that automates the processing of high volumes of unstructured data, including text, images, and videos. The system is capable of processing images, large PDF, and documents in other format and answering questions derived from the content via interactive text or voice inputs.

Banking 93

Banking APIs Engineering Accountability 93

AWS Machine Learning

DECEMBER 29, 2022

Documents are a primary tool for record keeping, communication, collaboration, and transactions across many industries, including financial, medical, legal, and real estate. The millions of mortgage applications and hundreds of millions of W2 tax forms processed each year are just a few examples of such documents.

APIs 114

APIs Banking Real estate Healthcare 114

AWS Machine Learning

AUGUST 7, 2024

To find an answer, RAG takes an approach that uses vector search across the documents. Rather than scanning every single document to find the answer, with the RAG approach, you turn the texts (knowledge base) into embeddings and store these embeddings in the database. Generate questions from the document using an Amazon Bedrock LLM.

APIs 132

APIs Chatbots Metrics Education 132

AWS Machine Learning

NOVEMBER 29, 2023

With this launch, you can programmatically run notebooks as jobs using APIs provided by Amazon SageMaker Pipelines , the ML workflow orchestration feature of Amazon SageMaker. Furthermore, you can create a multi-step ML workflow with multiple dependent notebooks using these APIs.

APIs 109

APIs Management Engineering Big data 109

AWS Machine Learning

MAY 15, 2024

Students can take personalized quizzes and get immediate feedback on their performance. It is typically helpful when working with lengthy documents such as entire books. on Amazon Bedrock would be equivalent to roughly 150,000 words or over 500 pages of documents. The JSON file is returned to API Gateway.

Education 138

Education APIs Engineering Banking 138

AWS Machine Learning

JUNE 25, 2024

Extracting valuable insights from customer feedback presents several significant challenges. Scalability becomes an issue as the amount of feedback grows, hindering the ability to respond promptly and address customer concerns. Large language models (LLMs) have transformed the way we engage with and process natural language.

Feedback 124

Feedback Engineering Enterprise Technical Support 124

AWS Machine Learning

NOVEMBER 22, 2024

Cloud providers have recognized the need to offer model inference through an API call, significantly streamlining the implementation of AI within applications. Although a single API call can address simple use cases, more complex ones may necessitate the use of multiple calls and integrations with other services.

APIs 89

APIs Technology Management Enterprise 89

AWS Machine Learning

OCTOBER 2, 2024

Solution overview Responses are personalized by Amazon Q Business by determining if the user’s query could be enhanced by augmenting the query with known attributes of the user and transparently using the personalized query to retrieve documents from its search index. or OIDC is used for the provider.

Personalization 118

Personalization APIs Enterprise Entertainment 118

AWS Machine Learning

JUNE 26, 2024

This is because trades involve different counterparties and there is a high degree of variation among documents containing commercial terms (such as trade date, value date, and counterparties). Intelligent document processing (IDP) applies AI/ML techniques to automate data extraction from documents.

Marketing 113

Marketing APIs Banking Entertainment 113

AWS Machine Learning

FEBRUARY 29, 2024

Knowledge Bases for Amazon Bedrock automates synchronization of your data with your vector store, including diffing the data when it’s updated, document loading, and chunking, as well as semantic embedding. It then employs a language model to generate a response by considering both the retrieved documents and the original query.

APIs 135

APIs Healthcare Scripts Enterprise 135

Inbenta

APRIL 29, 2020

This short timeframe is made possible by: An API with a multitude of proven functionalities; A proprietary and patented NLP technology developed and perfected over the course of 15 years by our in-house Engineers and Linguists; A well-established development process. Poor technical documentation.

Chatbots 140

Chatbots APIs Construction Best practices 140

AWS Machine Learning

JANUARY 29, 2025

Intelligent document processing , translation and summarization, flexible and insightful responses for customer support agents, personalized marketing content, and image and code generation are a few use cases using generative AI that organizations are rolling out in production.

Enterprise 87

Enterprise Government Accountability Finance 87

AWS Machine Learning

JULY 3, 2024

This is accomplished through an automated revision functionality, which allows the user to interact and send instructions and comments directly to the LLM via an interactive feedback loop. Amazon Textract : for documents parsing, text, and layout extraction. Amazon Simple Storage Service (S3) : for documents and processed data caching.

Healthcare 128

Healthcare APIs Finance Feedback 128

CSM Magazine

FEBRUARY 19, 2025

Challenge 2: Integration with Wearables and Third-Party APIs Many people use smartwatches and heart rate monitors to measure sleep, stress, and physical activity, which may affect mental health. Third-party APIs may link apps to healthcare and meditation services. However, integrating these diverse sources is not straightforward.

APIs 52

APIs Healthcare Gamification Consulting 52

AWS Machine Learning

DECEMBER 5, 2023

Enterprises may want to add custom metadata like document types (W-2 forms or paystubs), various entity types such as names, organization, and address, in addition to the standard metadata like file type, date created, or size to extend the intelligent search while ingesting the documents.

APIs 122

APIs Enterprise Accountability Healthcare 122

AWS Machine Learning

SEPTEMBER 14, 2023

Document categorization or classification has significant benefits across business domains – Improved search and retrieval – By categorizing documents into relevant topics or categories, it makes it much easier for users to search and retrieve the documents they need. politics, sports) that a document belongs to.

APIs 119

APIs Government Accountability Engineering 119

delighted

DECEMBER 3, 2021

Great examples of automated distribution include survey integrations and Application Programming Interface (API) connections. And, setting up APIs can link two applications to one another for data sharing/interacting purposes, making manual uploads a thing of the past. Create custom APIs for more complex use cases. Not to worry!

Surveys 97

Surveys APIs SaaS Engineering 97

AWS Machine Learning

DECEMBER 13, 2024

New ad products across diverse markets involve a complex web of announcements, training, and documentation, making it difficult for sales teams to find precise information quickly. We developed an agentic workflow with RAG solution that revolves around a centralized knowledge base that aggregates Twitch internal marketing documentation.

Sales 98

Sales Advertising Engineering APIs 98

AWS Machine Learning

AUGUST 15, 2024

Lastly, if you don’t want to set up custom integrations with large data sources, you can simply upload your documents and support multi-turn conversations. After authentication, Amazon API Gateway and Amazon S3 deliver the contents of the Content Designer UI. input – A placeholder for the current user utterance or question.

Chatbots 125

Chatbots Banking APIs Enterprise 125

AWS Machine Learning

JUNE 12, 2024

The customized UI allows you to implement special features like handling feedback, using company brand colors and templates, and using a custom login. Amazon Q uses the chat_sync API to carry out the conversation. Amazon Q returns the response as a JSON object (detailed in the Amazon Q documentation ).

APIs 134

APIs Enterprise Accountability Feedback 134

AWS Machine Learning

MARCH 28, 2024

A number of techniques are typically used to improve the accuracy and performance of an LLM’s output, such as fine-tuning with parameter efficient fine-tuning (PEFT) , reinforcement learning from human feedback (RLHF) , and performing knowledge distillation. This is a challenge you are often faced with when working with larger documents.

Telecommunications 134

Telecommunications Transportation Healthcare Accountability 134

AWS Machine Learning

FEBRUARY 6, 2024

Solution overview QnABot on AWS is a multi-channel, multi-language chatbot that responds to your customer’s questions, answers, and feedback. The workflow includes the following steps: A QnABot administrator can configure the questions using the Content Designer UI delivered by Amazon API Gateway and Amazon Simple Storage Service (Amazon S3).

Chatbots 130

Chatbots APIs Self service Banking 130

AWS Machine Learning

JUNE 15, 2023

We demonstrate how to use the AWS Management Console and Amazon Translate public API to deliver automatic machine batch translation, and analyze the translations between two language pairs: English and Chinese, and English and Spanish. First, we put the source documents, reference documents, and parallel data training set in an S3 bucket.

APIs 96

APIs Benchmark Best practices Engineering 96

AWS Machine Learning

NOVEMBER 22, 2023

The same Qualcomm AI stack and base AI technology runs on the DL2q instances and Qualcomm edge devices, providing customers a consistent developer experience, with a unified API across their cloud, automotive, personal computer, extended reality, and smartphone development environments. sudo amazon-linux-extras install python3.8 python3.8 -m

Automotive 128

Automotive APIs Technology Personalization 128

AWS Machine Learning

NOVEMBER 22, 2023

When a customer has a production-ready intelligent document processing (IDP) workload, we often receive requests for a Well-Architected review. To follow along with this post, you should be familiar with the previous posts in this series ( Part 1 and Part 2 ) and the guidelines in Guidance for Intelligent Document Processing on AWS.

APIs 116

APIs Metrics Benchmark Enterprise 116