AWS Machine Learning

DECEMBER 6, 2023

Such data often lacks the specialized knowledge contained in internal documents available in modern businesses, which is typically needed to get accurate answers in domains such as pharmaceutical research, financial investigation, and customer support. For example, imagine that you are planning next year’s strategy of an investment company.

Analytics 121

Analytics APIs Engineering Construction 121

Cincom

MAY 3, 2024

Manually creating customized communication documents like quotes, invoices, contracts, and reports is an inefficient process prone to human error. If you’re considering implementing a document automation solution for your organization, there are several key capabilities to evaluate during your search. What Is Document Automation?

Enterprise 40

Enterprise CRM APIs Customer retention 40

AWS Machine Learning

NOVEMBER 21, 2022

Organizations across industries such as retail, banking, finance, healthcare, manufacturing, and lending often have to deal with vast amounts of unstructured text documents coming from various sources, such as news, blogs, product reviews, customer support channels, and social media. Extract and analyze data from documents.

Scripts 78

Scripts Metrics APIs Healthcare 78

AWS Machine Learning

JUNE 20, 2024

In addition, RAG architecture can lead to potential issues like retrieval collapse , where the retrieval component learns to retrieve the same documents regardless of the input. This makes it difficult to apply standard evaluation metrics like BERTScore ( Zhang et al.

Metrics 126

Metrics Engineering Accountability Benchmark 126

ChurnZero

SEPTEMBER 27, 2024

1: To hold customers accountable for outcomes, practice “proactive reactivity” Q: How do you hold customers accountable? Keishla : Accountability in business relationships is key. What do you recommend as a success metric in a case like this when so much of it relies on the customer sharing efficiency gains?

Best practices 52

Best practices Accountability Sales Feedback 52

AWS Machine Learning

NOVEMBER 15, 2024

ANLS is a metric used to evaluate the performance of models on visual question answering tasks, which measures the similarity between the model’s predicted answer and the ground truth answer. When the fine-tuning process is complete, you can review the evaluation metrics for the model. respectively, on the DocVQA test set.

Benchmark 94

Benchmark Metrics Management Analytics 94

AWS Machine Learning

OCTOBER 29, 2024

Observability refers to the ability to understand the internal state and behavior of a system by analyzing its outputs, logs, and metrics. Security – The solution uses AWS services and adheres to AWS Cloud Security best practices so your data remains within your AWS account.

Best practices 104

Best practices Feedback Metrics APIs 104

AWS Machine Learning

NOVEMBER 3, 2022

In Part 1 of this series, we discussed intelligent document processing (IDP), and how IDP can accelerate claims processing use cases in the insurance industry. We discussed how we can use AWS AI services to accurately categorize claims documents along with supporting documents. Part 1: Classification and extraction of documents.

Analytics 83

Analytics APIs Healthcare Big data 83

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 126

APIs Chatbots Metrics Education 126

AWS Machine Learning

NOVEMBER 16, 2022

When designing production CI/CD pipelines, AWS recommends leveraging multiple accounts to isolate resources, contain security threats and simplify billing-and data science pipelines are no different. Some things to note in the preceding architecture: Accounts follow a principle of least privilege to follow security best practices.

Accountability 89

Accountability Best practices Scripts Engineering 89

ProProfs Blog

APRIL 17, 2020

But without numbers or metric data in hand, coming up with any new strategy would only consume your valuable time. For example, you need access to metrics like NPS, average response time and others like it to make sure you come up with relevant strategies that help you retain more customers. 8: Average Revenue Per Account. #9:

Metrics 142

Metrics Customer retention SaaS Surveys 142

AWS Machine Learning

SEPTEMBER 16, 2024

Workflow of RAG Orchestration The RAG orchestration generally consists of two steps: Retrieval – RAG fetches relevant documents from an external data source using the generated search queries. When presented with the search queries, the RAG-based application searches the data source for relevant documents or passages.

Enterprise 109

Enterprise Accountability APIs Metrics 109

AWS Machine Learning

NOVEMBER 20, 2024

By narrowing down the search space to the most relevant documents or chunks, metadata filtering reduces noise and irrelevant information, enabling the LLM to focus on the most relevant content. This approach narrows down the search space to the most relevant documents or passages, reducing noise and irrelevant information.

Construction 99

Construction APIs Metrics Accountability 99

AWS Machine Learning

JUNE 5, 2024

You can use Amazon Comprehend to identify the language of the text; extract key phrases, places, people, brands, or events; understand sentiment about products or services; and identify the main topics from a library of documents. Prerequisites Before diving into this use case, complete the following prerequisites: Set up an AWS account.

APIs 105

APIs Metrics Accountability Enterprise 105

AWS Machine Learning

AUGUST 26, 2024

Our field organization includes customer-facing teams (account managers, solutions architects, specialists) and internal support functions (sales operations). Personalized content will be generated at every step, and collaboration within account teams will be seamless with a complete, up-to-date view of the customer.

Sales 119

Sales Accountability Feedback Metrics 119

AWS Machine Learning

NOVEMBER 14, 2024

We recently announced the general availability of cross-account sharing of Amazon SageMaker Model Registry using AWS Resource Access Manager (AWS RAM) , making it easier to securely share and discover machine learning (ML) models across your AWS accounts. Mitigation strategies : Implementing measures to minimize or eliminate risks.

Government 84

Government Management APIs Accountability 84

CustomerSuccessBox

MARCH 15, 2022

So let’s deep dive into Customer Success, Customer support and Account management. Document the understanding of the product and services to help the customers with their success goals. Growing the accounts with sales techniques and awesome customer experience. What is Account Management? What is customer success?

Accountability 52

Accountability Customer Support Management Upselling 52

AWS Machine Learning

SEPTEMBER 25, 2024

In this post, we explore how Amazon Bedrock Knowledge Bases address the use case of numerical analysis across a number of documents. Although this approach holds a lot of promise for textual documents, the presence of non-textual elements, such as tables, pose a significant challenge. This action initiates the workflow.

APIs 115

APIs Call flow Accountability Technology 115

AWS Machine Learning

SEPTEMBER 20, 2024

Use cases overview Some key use cases for Amazon Q Business for organizations include: Providing grounded responses to employees: An organization can deploy Amazon Q Business on their internal data, documents, products, and services. Improvements in these metrics can indicate productivity gains.

Wireless 96

Wireless Enterprise Chatbots APIs 96

AWS Machine Learning

OCTOBER 2, 2024

User Query Session Attributes Session prompt Attributes Expected Response API, Knowledge Bases and Guardrails invoked What is my account balance? None None Could you please provide the number of the account that you would like to check the balance for? None What is the balance for the account 1234?

Best practices 94

Best practices APIs Metrics Benchmark 94

AWS Machine Learning

DECEMBER 5, 2022

Whether it’s registering at a website, transacting online, or simply logging in to your bank account, organizations are actively trying to reduce the friction their customers experience while at the same time enhance their security, compliance, and fraud prevention measures. The following diagram outlines the process.

Metrics 75

Metrics Best practices Banking APIs 75

AWS Machine Learning

NOVEMBER 13, 2024

Model cards are an essential component for registered ML models, providing a standardized way to document and communicate key model metadata, including intended use, performance, risks, and business information. Train your ML model with the prepared data and register the candidate model package version with training metrics.

Government 96

Government Engineering Metrics APIs 96

AWS Machine Learning

OCTOBER 23, 2024

For instance, when developing a medical search engine, obtaining a large dataset of real user queries and relevant documents is often infeasible due to privacy concerns surrounding personal health information. These PDFs will serve as the source for generating document chunks. Evaluate and compare the fine-tuned model.

Metrics 76

Metrics APIs Scripts Engineering 76

JustCall

FEBRUARY 28, 2020

Or, Are you looking for an Account Manager job description that can take you through your interview? Well, whether you yourself are going to take up the role of an Account Manager or you are looking out for hiring one. This blog post will give you a complete idea of an Account Manager job description.

Accountability 52

Accountability Management Finance Upselling 52

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 115

APIs Government Accountability Engineering 115

AWS Machine Learning

NOVEMBER 22, 2023

An intelligent document processing (IDP) project usually combines optical character recognition (OCR) and natural language processing (NLP) to read and understand a document and extract specific terms or words. Define goals and metrics – The function needs to deliver value to the organization in different ways.

Finance 99

Finance Best practices APIs Accountability 99

AWS Machine Learning

NOVEMBER 22, 2023

The IDP Well-Architected Lens is intended for all AWS customers who use AWS to run intelligent document processing (IDP) solutions and are searching for guidance on how to build secure, efficient, and reliable IDP solutions on AWS. This post focuses on the Operational Excellence pillar of the IDP solution.

Best practices 103

Best practices Metrics Feedback Enterprise 103

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. The text generation LLM can optionally be used to create the search query and synthesize a response from the returned document excerpts.

Chatbots 122

Chatbots Banking APIs Enterprise 122

AWS Machine Learning

MAY 30, 2024

To serve their customers, Vitech maintains a repository of information that includes product documentation (user guides, standard operating procedures, runbooks), which is currently scattered across multiple internal platforms (for example, Confluence sites and SharePoint folders).

Chatbots 122

Chatbots Engineering APIs Technology 122

The Northridge Group

NOVEMBER 4, 2021

They learn that great coaches are deliberate about recognizing even small associate accomplishments, but also hold associates accountable for their improvements. While improving overall metrics is the end goal, coaching to metrics seldom brings sustainable results. Accountability is essential for coaches as well as associates.

Best practices 145

Best practices Coaching contact center associations Contact Center 145

AWS Machine Learning

NOVEMBER 19, 2024

Its agent for software development can solve complex tasks that go beyond code suggestions, such as building entire application features, refactoring code, or generating documentation. Learn how they created specialized agents for different tasks like account management, repos, pipeline management, and more to help their developers go faster.

APIs 81

APIs Enterprise Best practices Government 81

AWS Machine Learning

MAY 2, 2024

As new embedding models are released with incremental quality improvements, organizations must weigh the potential benefits against the associated costs of upgrading, considering factors like computational resources, data reprocessing, integration efforts, and projected performance gains impacting business metrics.

Benchmark 122

Benchmark Metrics Enterprise APIs 122

AWS Machine Learning

NOVEMBER 22, 2023

The IDP Well-Architected Custom Lens is intended for all AWS customers who use AWS to run intelligent document processing (IDP) solutions and are searching for guidance on how to build a secure, efficient, and reliable IDP solution on AWS. In this case, you must convert unsupported document formats to PDF or image format.

Best practices 99

Best practices APIs Accountability Enterprise 99

AWS Machine Learning

NOVEMBER 20, 2023

A typical RAG solution for knowledge retrieval from documents uses an embeddings model to convert the data from the data sources to embeddings and stores these embeddings in a vector database. When a user asks a question, it searches the vector database and retrieves documents that are most similar to the user’s query.

APIs 116

APIs Entertainment Accountability Customer Experience 116

AWS Machine Learning

NOVEMBER 1, 2024

BMJ conducted an audit on the total emissions of greenhouse gases that were produced by the trials and calculated that roughly 126 metric tons (carbon dioxide equivalent) was emitted during a 1-year period. Over a 5-year period, it would mean that the entire trial would be responsible for about 630 metric tons of carbon dioxide equivalent.

Metrics 109

Metrics Transportation industry standards Analytics 109

AWS Machine Learning

NOVEMBER 15, 2024

Recall@5 is a specific metric used in information retrieval evaluation, including in the BEIR benchmark. decode("utf-8")) response = response["embeddings"]["float"][0] elif is_txt(doc): # Doc is a text file, encode it as a document with open(doc, "r") as fIn: text = fIn.read() print("Encode img desc:", doc, " - Content:", text[0:100]+".")

Benchmark 91

Benchmark Enterprise Construction Engineering 91

AWS Machine Learning

JUNE 20, 2024

Giving more power to the user comes on account of simple user experience (UX). The idea is to use metrics to compare experiments during development. Running predictions on the test set records results with the metrics needed to compare experiments. A common metric is the accuracy, which is the percentage of the correct results.

Construction 101

Construction APIs Metrics Engineering 101