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. To help you get started with the new API, we have published two Jupyter notebook examples: one for node classification, and one for a link prediction task. Specifically, GraphStorm 0.3

APIs 119

APIs Benchmark Construction Enterprise 119

AWS Machine Learning

JANUARY 4, 2024

In this post, we provide an introduction to text to SQL (Text2SQL) and explore use cases, challenges, design patterns, and best practices. Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) via a single API, enabling to easily build and scale Gen AI applications.

Best practices 138

Best practices Enterprise Engineering APIs 138

AWS Machine Learning

NOVEMBER 14, 2024

A tag value (for example, Production ) is also case sensitive, like the keys. For example, tagging resources with their environment allows automating tasks like stopping non-production instances after hours. For example, tags like environment or owner help identify technical attributes. Tag keys and values are case sensitive.

Government 99

Government Best practices Accountability APIs 99

AWS Machine Learning

MARCH 14, 2024

By the end, you will have solid guidelines and a helpful flow chart for determining the best method to develop your own FM-powered applications, grounded in real-life examples. The following screenshot shows an example of a zero-shot prompt with the Anthropic Claude 2.1 In these instructions, we didn’t provide any examples.

Best practices 129

Best practices Engineering Chatbots Enterprise 129

AWS Machine Learning

MARCH 6, 2023

In this post, we dive into tips and best practices for successful LLM training on Amazon SageMaker Training. The post covers all the phases of an LLM training workload and describes associated infrastructure features and best practices. Some of the best practices in this post refer specifically to ml.p4d.24xlarge

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Best practices APIs Transportation Scripts 100

AWS Machine Learning

AUGUST 19, 2022

Because many data scientists may lack experience in the acceleration training process, in this post we show you the factors that matter for fast deep learning model training and the best practices of acceleration training for TensorFlow 1.x We discuss best practices in the following areas: Accelerate training on a single instance.

Best practices 90

Best practices APIs Scripts Advertising 90

AWS Machine Learning

JULY 7, 2022

You liked the overall experience and now want to deploy the bot in your production environment, but aren’t sure about best practices for Amazon Lex. In this post, we review the best practices for developing and deploying Amazon Lex bots, enabling you to streamline the end-to-end bot lifecycle and optimize your operations.

Best practices 88

Best practices Metrics APIs Accountability 88

AWS Machine Learning

APRIL 9, 2024

In this post, we discuss two new features of Knowledge Bases for Amazon Bedrock specific to the RetrieveAndGenerate API: configuring the maximum number of results and creating custom prompts with a knowledge base prompt template. Additionally, you can add custom instructions and examples tailored to your specific workflows.

APIs 136

APIs Engineering Healthcare Education 136

AWS Machine Learning

JANUARY 10, 2023

This post describes the best practices for load testing a SageMaker endpoint to find the right configuration for the number of instances and size. The entire set of code for the example is available in the following GitHub repository. Overview of solution. MemoryUtilization , on the other hand, is in the range of 0–100%.

Best practices 88

Best practices Scripts APIs Metrics 88

AWS Machine Learning

SEPTEMBER 18, 2024

Amazon Bedrock enables access to powerful generative AI models like Stable Diffusion through a user-friendly API. For example, it can fill in a line drawing with colors, lighting, and a background that makes sense for the subject. The user chooses Call API to invoke API Gateway to begin processing on the backend.

APIs 131

APIs Best practices Entertainment Advertising 131

AWS Machine Learning

OCTOBER 2, 2024

Because this is an emerging area, best practices, practical guidance, and design patterns are difficult to find in an easily consumable basis. This integration makes sure enterprises can take advantage of the full power of generative AI while adhering to best practices in operational excellence.

Government 121

Government APIs Enterprise Best practices 121

AWS Machine Learning

OCTOBER 24, 2024

These agentic workflows decompose the natural language query-based tasks into multiple actionable steps with iterative feedback loops and self-reflection to produce the final result using tools and APIs. What are some S3 best practices? What is the total revenue for each employee?

APIs 96

APIs Best practices Construction Engineering 96

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 103

APIs Government Best practices Metrics 103

AWS Machine Learning

NOVEMBER 6, 2024

Enter Amazon Bedrock , a fully managed service that provides developers with seamless access to cutting-edge FMs through simple APIs. Solution overview Amazon Bedrock provides a simple and efficient way to use powerful FMs through APIs, without the need for training custom models. We walk through a Python example in this post.

APIs 117

APIs Accountability Engineering Best practices 117

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. It contains services used to onboard, manage, and operate the environment, for example, to onboard and off-board tenants, users, and models, assign quotas to different tenants, and authentication and authorization microservices.

Enterprise 115

Enterprise APIs Government Accountability 115

AWS Machine Learning

OCTOBER 14, 2024

For example, retailers can use this system to more effectively sell their products (for example, HDMI_adaptor.jpeg, “How can I connect this adapter to my smart TV?”). Equipment manufacturers can build applications that allow them to work more effectively (for example, broken_machinery.png, “What type of piping do I need to fix this?”).

Chatbots 126

Chatbots APIs Engineering Healthcare 126

Totango

MAY 20, 2020

Earlier this year we launched the SuccessBLOC marketplace to make finding best practices and templates easier. Stream Account & User Tag Information Using Customer Data Hub API. Now, tag information can be easily streamed to Totango via Customer Data Hub API. Save your spot . Have a wonderful safe week, Ravit .

APIs 62

APIs CRM Best practices Accountability 62

AWS Machine Learning

AUGUST 26, 2024

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 Gateway instantiates an AWS Step Functions The state machine orchestrates the AI/ML services Amazon Transcribe and Amazon Bedrock and the NoSQL data store Amazon DynamoDB using AWS Lambda functions.

APIs 123

APIs Calibration Best practices Healthcare 123

AWS Machine Learning

AUGUST 27, 2024

Moreover, this capability prioritizes the connected Amazon Bedrock API source/primary region when possible, helping to minimize latency and improve responsiveness. Compatibility with existing Amazon Bedrock API No additional routing or data transfer cost and you pay the same price per token for models as in your source/primary region.

APIs 142

APIs Engineering Best practices Management 142

AWS Machine Learning

FEBRUARY 9, 2024

For example, they may need to track the usage of FMs across teams, chargeback costs and provide visibility to the relevant cost center in the LOB. For example, if only specific FMs may be approved for use. We use API keys to restrict and monitor API access for teams. Each team is assigned an API key for access to the FMs.

SaaS 141

SaaS APIs Government Accountability 141

AWS Machine Learning

NOVEMBER 19, 2024

Amazon Bedrock is a fully managed service that makes foundation models (FMs) from leading AI startups and Amazon Web Services 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.

APIs 97

APIs Management Engineering Enterprise 97

AWS Machine Learning

OCTOBER 29, 2024

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

Best practices 112

Best practices Feedback Metrics APIs 112

aircall

MAY 28, 2021

With best practices for text messaging, your customer-facing teams will provide better service, while your sales and marketing teams can better interact with leads on a more personalized scale to more efficiently close deals. Why Use Text Messaging Best Practices. SMS Marketing: Text Messaging Marketing Best Practices.

Best practices 62

Best practices Sales Wireless Marketing 62

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 130

Healthcare APIs Accountability Enterprise 130

AWS Machine Learning

MAY 31, 2024

Amazon Bedrock is a fully managed service that makes foundational models (FMs) from leading artificial intelligence (AI) companies 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. Who does GDPR apply to?

Best practices 131

Best practices APIs Accountability Personalization 131

Help Scout

JULY 29, 2021

The 18 FAQ examples below will give you a great basis of ideas to work from to make your knowledge base content exceptional. 18 great examples of effective FAQ pages and content We’ve found companies across multiple industries with FAQ examples that we find inspiring and super helpful. Below are our 18 favorites.

Self service 142

Self service Education Telecommunications APIs 142

AWS Machine Learning

JULY 10, 2024

You can use the Prompt Management and Flows features graphically on the Amazon Bedrock console or Amazon Bedrock Studio, or programmatically through the Amazon Bedrock SDK APIs. Alternatively, you can use the CreateFlow API for a programmatic creation of flows that help you automate processes and development pipelines.

Management 126

Management APIs Chatbots Best practices 126

AWS Machine Learning

OCTOBER 21, 2024

This feature empowers customers to import and use their customized models alongside existing foundation models (FMs) through a single, unified API. This broad compatibility allows customers to work with models that best suit their specific needs and use cases, allowing for greater flexibility and choice in model selection. 2, 3, 3.1,

APIs 139

APIs Scripts Finance Real estate 139

AWS Machine Learning

OCTOBER 30, 2023

It allows developers to build and scale generative AI applications using FMs through an API, without managing infrastructure. You can choose from various FMs from Amazon and leading AI startups such as AI21 Labs, Anthropic, Cohere, and Stability AI to find the model that’s best suited for your use case.

APIs 140

APIs Big data Accountability Enterprise 140

aircall

MAY 24, 2021

By following best practices for your digital transformation framework, you also get the benefit of flexibility so you can add and subtract digital tools as your company’s needs change. As another example, Capgemini also has an effective digital transformation framework. What Is a Digital Transformation Framework?

Best practices 62

Best practices Call Center Technology Analytics 62

AWS Machine Learning

SEPTEMBER 28, 2023

A Generative AI Gateway can help large enterprises control, standardize, and govern FM consumption from services such as Amazon Bedrock , Amazon SageMaker JumpStart , third-party model providers (such as Anthropic and their APIs), and other model providers outside of the AWS ecosystem. What is a Generative AI Gateway?

APIs 123

APIs Government Enterprise Engineering 123

AWS Machine Learning

MAY 17, 2024

This includes task context, data that you pass to the model, conversation and action history, instructions, and even examples. Example overview To illustrate this example, consider a retail company that allows purchasers to post product reviews on their website. Hence the example uses Step Functions for workflow orchestration.

APIs 135

APIs Construction Engineering Enterprise 135

AWS Machine Learning

FEBRUARY 9, 2023

In this post, we discuss the benefits of the AnalyzeDocument Signatures feature and how the AnalyzeDocument Signatures API helps detect signatures in documents. Lastly, we share some best practices for using this feature. In the following example, we detect signatures on an employment verification letter.

APIs 99

APIs Best practices Banking Enterprise 99

AWS Machine Learning

NOVEMBER 17, 2023

The structured prompts include a sequence of question-thought-action-observation examples. The action is an API that the model can invoke from an allowed set of APIs. Action groups are mapped to an AWS Lambda function and related API schema to perform API calls. The following diagram depicts the agent structure.

APIs 114

APIs Customer Service Construction Analytics 114

AWS Machine Learning

JULY 30, 2024

For example, it enables user subscription management across Amazon Q offerings and consolidates Amazon Q billing from across multiple AWS accounts. Additionally, Q Business conversation APIs employ a layer of privacy protection by leveraging trusted identity propagation enabled by IAM Identity Center. Finally, you have an OAuth 2.0

APIs 119

APIs Enterprise Accountability Management 119

AWS Machine Learning

NOVEMBER 14, 2024

Customers can use the SageMaker Studio UI or APIs to specify the SageMaker Model Registry model to be shared and grant access to specific AWS accounts or to everyone in the organization. It also helps achieve data, project, and team isolation while supporting software development lifecycle best practices.

Government 92

Government Management APIs Accountability 92

AWS Machine Learning

AUGUST 21, 2024

We also explore best practices for optimizing your batch inference workflows on Amazon Bedrock, helping you maximize the value of your data across different use cases and industries. In this post, we demonstrate the capabilities of batch inference using call center transcript summarization as an example.

Call Center 111

Call Center APIs Engineering Accountability 111