AWS Machine Learning

MAY 30, 2024

The opportunities to unlock value using AI in the commercial real estate lifecycle starts with data at scale. Although CBRE provides customers their curated best-in-class dashboards, CBRE wanted to provide a solution for their customers to quickly make custom queries of their data using only natural language prompts.

Real estate 127

Real estate APIs Metrics Construction 127

AWS Machine Learning

SEPTEMBER 20, 2024

These agents help users complete actions based on organizational data and user input, orchestrating interactions between foundation models (FMs), data sources, software applications, and user conversations. Amazon Bedrock Agents offers developers the ability to build and configure autonomous agents in their applications.

APIs 105

APIs Chatbots Construction Engineering 105

AWS Machine Learning

APRIL 9, 2024

With Knowledge Bases for Amazon Bedrock , you can securely connect foundation models (FMs) in Amazon Bedrock to your company data for Retrieval Augmented Generation (RAG). Access to additional data helps the model generate more relevant, context-specific, and accurate responses without retraining the FMs. Choose Test knowledge base.

APIs 133

APIs Engineering Healthcare Education 133

AWS Machine Learning

JANUARY 5, 2024

Many organizations have been using a combination of on-premises and open source data science solutions to create and manage machine learning (ML) models. Data science and DevOps teams may face challenges managing these isolated tool stacks and systems.

Management 131

Management APIs Engineering Government 131

AWS Machine Learning

JUNE 12, 2024

The main idea is to supply historic data to an ML algorithm that can identify patterns from the past and then use those patterns to estimate likely values about unseen periods in the future. Agribusinesses forecast crop yields using weather data like rainfall, temperature, humidity, and more.

APIs 123

APIs Airlines Sales Management 123

CCNG

DECEMBER 11, 2024

Learning must be ongoing and fast As ChatGPTs FAQ notes , it was trained on vast amounts of data with extensive human oversight and supervision along the way. Moreover, it has limited knowledge of the world after 2021 because of its static data set. Its not as automated as people assume. Finally, its gotta get stuff done.

Customer Service 195

Customer Service CCNG APIs Enterprise 195

AWS Machine Learning

JUNE 26, 2024

Financial analysts and research analysts in capital markets distill business insights from financial and non-financial data, such as public filings, earnings call recordings, market research publications, and economic reports, using a variety of tools for data mining.

APIs 134

APIs Engineering Marketing Enterprise 134

AWS Machine Learning

APRIL 17, 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, 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 132

APIs Construction Management Analytics 132

AWS Machine Learning

OCTOBER 31, 2024

The solution integrates large language models (LLMs) with your organization’s data and provides an intelligent chat assistant that understands conversation context and provides relevant, interactive responses directly within the Google Chat interface. The following figure illustrates the high-level design of the solution.

APIs 121

APIs Scripts Accountability Construction 121

AWS Machine Learning

JULY 2, 2024

With the rise of generative artificial intelligence (AI), an increasing number of organizations use digital assistants to have their end-users ask domain-specific questions, using Retrieval Augmented Generation (RAG) over their enterprise data sources. The request is sent by the web application to the API.

APIs 141

APIs Scripts Enterprise Engineering 141

AWS Machine Learning

JANUARY 4, 2024

One such area that is evolving is using natural language processing (NLP) to unlock new opportunities for accessing data through intuitive SQL queries. Instead of dealing with complex technical code, business users and data analysts can ask questions related to data and insights in plain language.

Best practices 138

Best practices Enterprise Engineering APIs 138

AWS Machine Learning

JULY 18, 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 128

APIs Technology Analytics Benchmark 128

AWS Machine Learning

FEBRUARY 9, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models 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 to build generative AI applications with security, privacy, and responsible AI.

SaaS 144

SaaS APIs Government Accountability 144

AWS Machine Learning

AUGUST 14, 2024

Amazon Q Business is a fully managed, generative artificial intelligence (AI)-powered assistant that helps enterprises unlock the value of their data and knowledge. At the core of this capability are native data source connectors that seamlessly integrate and index content from multiple repositories into a unified index.

Enterprise 119

Enterprise APIs Engineering Accountability 119

AWS Machine Learning

NOVEMBER 7, 2024

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. API Gateway is serverless and hence automatically scales with traffic. API Gateway also provides a WebSocket API. At this point, you need to consider the use case and data isolation requirements.

Enterprise 112

Enterprise APIs Government Accountability 112

AWS Machine Learning

NOVEMBER 26, 2024

With Salesforce at the heart of their business, companies accumulate vast amounts of customer data within the platform over time. This data is incredibly valuable for gaining insights into customers, improving operations, and guiding strategic decisions. It empowers employees to be more data-driven, efficient, prepared, and productive.

APIs 103

APIs Enterprise Accountability Feedback 103

AWS Machine Learning

AUGUST 8, 2024

Twilio enables companies to use communications and data to add intelligence and security to every step of the customer journey, from sales and marketing to growth, customer service, and many more engagement use cases in a flexible, programmatic way. Data is the foundational layer for all generative AI and ML applications.

Engineering 126

Engineering Accountability Feedback Construction 126

AWS Machine Learning

JANUARY 14, 2025

With the general availability of Amazon Bedrock Agents , you can rapidly develop generative AI applications to run multi-step tasks across a myriad of enterprise systems and data sources. This is particularly useful in healthcare, financial services, and legal sectors.

APIs 106

APIs Chatbots Enterprise Healthcare 106

AWS Machine Learning

MARCH 15, 2024

This is a guest blog post written by Nitin Kumar, a Lead Data Scientist at T and T Consulting Services, Inc. Medical data restrictions You can use machine learning (ML) to assist doctors and researchers in diagnosis tasks, thereby speeding up the process. This isolated legacy data has the potential for massive impact if cumulated.

Healthcare 127

Healthcare Government Best practices Engineering 127

AWS Machine Learning

FEBRUARY 12, 2025

Amazon Bedrock is a fully managed service that makes FMs from leading AI startups and Amazon available through an API, so you can choose from a wide range of FMs to find the model that is best suited for your use case. One consistent pain point of fine-tuning is the lack of data to effectively customize these models.

APIs 74

APIs Management Benchmark Scripts 74

AWS Machine Learning

SEPTEMBER 19, 2024

Amazon Bedrock Knowledge Bases provides foundation models (FMs) and agents in Amazon Bedrock contextual information from your company’s private data sources for Retrieval Augmented Generation (RAG) to deliver more relevant, accurate, and customized responses. See Data source connectors for the full list of supported data source connectors.

APIs 96

APIs Accountability Management Engineering 96

AWS Machine Learning

AUGUST 13, 2024

Generative artificial intelligence (AI) provides an opportunity for improvements in healthcare by combining and analyzing structured and unstructured data across previously disconnected silos. Figure 1: Architecture – Standard Form – Data Extraction & Storage.

Healthcare 129

Healthcare APIs Consulting Consulting 129

AWS Machine Learning

MARCH 7, 2024

The Streamlit web application calls an Amazon API Gateway REST API endpoint integrated with the Amazon Rekognition DetectLabels API , which detects labels for each image. Constructs a request payload for the Amazon Bedrock InvokeModel API. Invokes the Amazon Bedrock InvokeModel API action.

APIs 141

APIs Entertainment Construction Advertising 141

AWS Machine Learning

OCTOBER 30, 2023

It allows developers to build and scale generative AI applications using FMs through an API, without managing infrastructure. Customers are building innovative generative AI applications using Amazon Bedrock APIs using their own proprietary data.

APIs 141

APIs Big data Accountability Enterprise 141

AWS Machine Learning

JANUARY 24, 2025

These steps might involve both the use of an LLM and external data sources and APIs. Agent plugin controller This component is responsible for the API integration to external data sources and APIs. Amazon Cognito complements these defenses by enabling user authentication and data synchronization.

APIs 114

APIs Scripts Best practices Management 114

AWS Machine Learning

MAY 7, 2024

We match the most relevant videos to text-based search queries by incorporating new multimodal embedding models like Amazon Titan Multimodal Embeddings to encode all visual, visual-meta, and transcription data. Amazon Transcribe The transcription for the entire video is generated using the StartTranscriptionJob API.

APIs 135

APIs Advertising Entertainment Metrics 135

AWS Machine Learning

JULY 30, 2024

Amazon Q Business can be configured to answer questions, provide summaries, generate content, and securely complete tasks based on your enterprise data. The native data source connectors provided by Amazon Q Business can seamlessly integrate and index content from multiple repositories into a unified index.

APIs 131

APIs Enterprise Accountability Management 131

AWS Machine Learning

FEBRUARY 8, 2024

These agents excel at automating a wide range of routine and repetitive tasks, such as data entry, customer support inquiries, and content generation. These managed agents play conductor, orchestrating interactions between FMs, API integrations, user conversations, and knowledge sources loaded with your data.

APIs 139

APIs Scripts Enterprise Management 139

AWS Machine Learning

MARCH 1, 2024

With a knowledge base, you can securely connect foundation models (FMs) in Amazon Bedrock to your company data for fully managed Retrieval Augmented Generation (RAG). Based on your data, it can be challenging to improve the accuracy of your application only using semantic search.

APIs 137

APIs Finance Chatbots Enterprise 137

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. RAG is a popular technique that combines the use of private data with large language models (LLMs).

APIs 135

APIs Healthcare Scripts Enterprise 135

AWS Machine Learning

FEBRUARY 19, 2024

Chatbots also offer valuable data-driven insights into customer behavior while scaling effortlessly as the user base grows; therefore, they present a cost-effective solution for engaging customers. RAG architecture involves two key workflows: data preprocessing through ingestion, and text generation using enhanced context.

Chatbots 133

Chatbots APIs Engineering Enterprise 133

AWS Machine Learning

AUGUST 26, 2024

Users can input audio, video, or text into GenASL, which generates an ASL avatar video that interprets the provided data. The GenASL web app invokes the backend services by sending the S3 object key in the payload to an API hosted on Amazon API Gateway. API design API Gateway supports a maximum timeout of 29 seconds.

APIs 119

APIs Calibration Best practices Metrics 119

AWS Machine Learning

OCTOBER 29, 2024

All of this data is centralized and can be used to improve metrics in scenarios such as sales or call centers. These insights are stored in a central repository, unlocking the ability for analytics teams to have a single view of interactions and use the data to formulate better sales and support strategies.

Engineering 110

Engineering APIs Sales Enterprise 110

AWS Machine Learning

SEPTEMBER 12, 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, Stability AI, and Amazon through a unified API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Healthcare 126

Healthcare APIs Accountability Enterprise 126

AWS Machine Learning

OCTOBER 2, 2024

However, scaling up generative AI and making adoption easier for different lines of businesses (LOBs) comes with challenges around making sure data privacy and security, legal, compliance, and operational complexities are governed on an organizational level. In this post, we discuss how to address these challenges holistically.

Government 127

Government APIs Enterprise Best practices 127

AWS Machine Learning

JULY 3, 2024

Amazon Bedrock is a fully managed service that makes foundation models (FMs) from leading AI startups and Amazon available through an API, so you can choose from a wide range of FMs to find the model that’s best suited for your use case. The deployment will output the API Gateway endpoint URL and an API key.

Personalization 138

Personalization APIs Management Accountability 138

AWS Machine Learning

JULY 29, 2024

However, extracting valuable insights from the vast amount of data stored in Jira often requires manual efforts and building specialized tooling. Generative AI provides the ability to take relevant information from a data source and provide well-constructed answers back to the user.

Customer Support 123

Customer Support APIs Management Enterprise 123