AWS Machine Learning

MARCH 23, 2023

Applications and services can call the deployed endpoint directly or through a deployed serverless Amazon API Gateway architecture. To learn more about real-time endpoint architectural best practices, refer to Creating a machine learning-powered REST API with Amazon API Gateway mapping templates and Amazon SageMaker.

Scripts 98

Scripts APIs Government Analytics 98

AWS Machine Learning

MAY 19, 2023

The DescribeForMe web app invokes the backend AI services by sending the Amazon S3 object Key in the payload to Amazon API Gateway Amazon API Gateway instantiates an AWS Step Functions workflow. A pre-signed URL with the location of the audio file stored in Amazon S3 is sent back to the user’s browser through Amazon API Gateway.

APIs 90

APIs Scripts Engineering Best practices 90

COPC

OCTOBER 26, 2023

Crafting LLM AI Assistants: Roles, Process and Timelines Using the latest AI may seem as easy as developers using APIs in commercial LLM options like OpenAI. But it’s much more than enlisting engineers to call LLM APIs. LLM interactions differ from prior generations of chatbots, which required scripted interactions.

Technology 77

Technology Customer Experience APIs Consulting 77

AWS Machine Learning

FEBRUARY 13, 2023

An administrator can run the AWS CDK script provided in the GitHub repo via the AWS Management Console or in the terminal after loading the code in their environment. With the help of the AWS CDK, we can version control our provisioned resources and have a highly transportable environment that complies with enterprise-level best practices.

Scripts 74

Scripts Best practices Transportation Construction 74

AWS Machine Learning

NOVEMBER 16, 2022

For an example account structure to follow organizational unit best practices to host models using SageMaker endpoints across accounts, refer to MLOps Workload Orchestrator. Some things to note in the preceding architecture: Accounts follow a principle of least privilege to follow security best practices. Prerequisites.

Accountability 83

Accountability Best practices Scripts Engineering 83

AWS Machine Learning

JULY 5, 2022

Lifecycle configurations (LCCs) are shell scripts to automate customization for your Studio environments, such as installing JupyterLab extensions, preloading datasets, and setting up source code repositories. LCC scripts are triggered by Studio lifecycle events, such as starting a new Studio notebook. Apply the script (see below).

Scripts 80

Scripts Engineering APIs Consulting 80

Inbenta

SEPTEMBER 4, 2018

After a more recent in-depth review, we’ve outlined the following best practices for securely deployed your AI-based chatbot onto your site. When you do include those external scripts, use a Subresource Integrity with your “ ” or “ ” tags to external sources. Secure your access to RESTful API services.

Chatbots 58

Chatbots APIs Scripts Enterprise 58

Inbenta

SEPTEMBER 4, 2018

After a more recent in-depth review, we’ve outlined the following best practices for securely deployed your AI-based chatbot onto your site. When you do include those external scripts, use a Subresource Integrity with your “< script >” or “< link >” tags to external sources.

Chatbots 40

Chatbots APIs Scripts Enterprise 40

AWS Machine Learning

AUGUST 1, 2023

Furthermore, proprietary models typically come with user-friendly APIs and SDKs, streamlining the integration process with your existing systems and applications. It offers an easy-to-use API and Python SDK, balancing quality and affordability. As a best practice, let’s save our work for future use.

Healthcare 74

Healthcare APIs Scripts Engineering 74

AWS Machine Learning

MARCH 14, 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 via a single API. This is because such tasks require organization-specific data and workflows that typically need custom programming.

Best practices 108

Best practices Engineering Chatbots Enterprise 108

AWS Machine Learning

FEBRUARY 8, 2024

At the forefront of this evolution sits Amazon Bedrock , a fully managed service that makes high-performing foundation models (FMs) from Amazon and other leading AI companies available through an API. System integration – Agents make API calls to integrated company systems to run specific actions.

APIs 124

APIs Scripts Enterprise Management 124

AWS Machine Learning

AUGUST 14, 2023

You can serialize pipelines to YAML files , expose them via a REST API , and scale them flexibly with your workloads, making it easy to move your application from a prototype stage to production. script to preprocess and index the provided demo data. script to fit your needs if you chose to use your own data.

Enterprise 69

Enterprise Scripts Best practices Analytics 69

AWS Machine Learning

JULY 8, 2022

SageMaker enables you to implement MLOps best practices throughout the ML lifecycle, and provides templates and toolsets to reduce the undifferentiated heavy lifting to put ML projects in production. MLOps best practices with SageMaker. After you have a solid model, you can adopt the MLOps best practices with SageMaker.

Best practices 80

Best practices Scripts Construction Management 80

AWS Machine Learning

NOVEMBER 30, 2023

SageMaker makes it straightforward to deploy models into production directly through API calls to the service. It reduces the complexity of initial setup and deployment, and by providing guidance on best practices for taking advantage of the full capabilities of SageMaker. We provide more details later in this post.

Engineering 99

Engineering Best practices APIs Scripts 99

AWS Machine Learning

SEPTEMBER 9, 2022

When the message is received by the SQS queue, it triggers the AWS Lambda function to make an API call to the Amp catalog service. Lambda enabled the team to create lightweight functions to run API calls and perform data transformations. Tulip Gupta is a Solutions Architect at Amazon Web Services.

Analytics 69

Analytics Engineering APIs Metrics 69

AWS Machine Learning

JANUARY 8, 2024

The first allows you to run a Python script from any server or instance including a Jupyter notebook; this is the quickest way to get started. In the following sections, we first describe the script solution, followed by the AWS CDK construct solution. The following diagram illustrates the sequence of events within the script.

Scripts 91

Scripts Construction APIs Healthcare 91

AWS Machine Learning

MARCH 15, 2023

The best practice for migration is to refactor these legacy codes using the Amazon SageMaker API or the SageMaker Python SDK. SageMaker runs the legacy script inside a processing container. SageMaker takes your script, copies your data from Amazon Simple Storage Service (Amazon S3), and then pulls a processing container.

Scripts 124

Scripts APIs Engineering Construction 124

The Northridge Group

MAY 2, 2023

To get a handle on ChatGPT, its implications, benefits, challenges, and best practices for contact centers we had a virtual conversation recently with Nathan Hart, Senior Director of Technology, Solutioning & Data Analytics, The Northridge Group. and most recently (at presstime) GPT-4. But ChatGPT can do much more than just reply.

Contact Center 67

Contact Center B2C Chatbots B2B 67

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

Best practices 80

Best practices APIs Transportation Scripts 80

AWS Machine Learning

APRIL 29, 2024

This often means the method of using a third-party LLM API won’t do for security, control, and scale reasons. It provides an approachable, robust Python API for the full infrastructure stack of ML/AI, from data and compute to workflows and observability. The following figure illustrates this workflow.

APIs 99

APIs Engineering Scripts Management 99

NICE inContact

FEBRUARY 13, 2018

During an interaction, a screen pops up to the agent with relevant customer information, like their name, the selection they made in the IVR, their CRM profile, and maybe even some agent scripting. With good cloud-based contact center solutions, implementing agent screen pops have never been easier.

Contact Center 49

Contact Center Average Handle Time Wait times APIs 49

AWS Machine Learning

APRIL 23, 2024

The AWS Well-Architected Framework provides best practices and guidelines for designing and operating reliable, secure, efficient, and cost-effective systems in the cloud. It calls the CreateDataSource and DeleteDataSource APIs. Minimally, you must specify the following properties: Name – Specify a name for the knowledge base.

APIs 107

APIs Enterprise Scripts Accountability 107

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. Note that the model container also includes any custom inference code or scripts that you have passed for inference.

Best practices 73

Best practices Scripts APIs Metrics 73

AWS Machine Learning

SEPTEMBER 1, 2023

In this scenario, the generative AI application, designed by the consumer, must interact with the fine-tuner backend via APIs to deliver this functionality to the end-users. Some models may be trained on diverse text datasets like internet data, coding scripts, instructions, or human feedback. 15K available FM reference Step 1.

Engineering 106

Engineering Accountability Construction APIs 106

AWS Machine Learning

NOVEMBER 9, 2022

A complete API call from the client is as follows: The client assembles the request and initiates the request to a SageMaker endpoint. The Python script starts the NGINX, Flask, and Triton server. The following diagram illustrates this process. Enter nvidia-smi in the terminal to see GPU memory usage.

Engineering 79

Engineering Accountability APIs Metrics 79

AWS Machine Learning

SEPTEMBER 8, 2023

Amazon Rekognition makes it easy to add image analysis capability to your applications without any machine learning (ML) expertise and comes with various APIs to fulfil use cases such as object detection, content moderation, face detection and analysis, and text and celebrity recognition, which we use in this example.

APIs 99

APIs Scripts Entertainment Personalization 99

AWS Machine Learning

SEPTEMBER 14, 2023

Integrating security in our workflow Following the best practices of the Security Pillar of the Well-Architected Framework , Amazon Cognito is used for authentication. Amazon API Gateway hosts a REST API with various endpoints to handle user requests that are authenticated using Amazon Cognito.

APIs 97

APIs Healthcare Scripts Engineering 97

AWS Machine Learning

NOVEMBER 14, 2022

We provide a step-by-step guide to deploy your SageMaker trained model to Graviton-based instances, cover best practices when working with Graviton, discuss the price-performance benefits, and demo how to deploy a TensorFlow model on a SageMaker Graviton instance. The inference script URI is needed in the INFERENCE_SCRIPT_S3_LOCATION.

Scripts 82

Scripts APIs Best practices Engineering 82

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 72

Best practices APIs Scripts Advertising 72

AWS Machine Learning

DECEMBER 22, 2023

Amazon Bedrock is a fully managed service that makes leading FMs from AI companies available through an API along with developer tooling to help build and scale generative AI applications. Solution Deployment Automation Script The preceding source./create-stack.sh Solution Deletion Automation Script The delete-stack.sh

Scripts 101

Scripts Chatbots Accountability Multi-channel support 101

SmartAction

MAY 23, 2019

This is the fifth of a five-part blog series that outlines the Five Best Practices for AI Self-Service Without Compromise. Best Practice #5: Human-Centric Design from a team of CX Experts. Use this guide to automate your contact center and Customer Experience (CX) with AI self-service in voice, chat, and text.

Self service 40

Self service Virtual Agent Contact Center Engineering 40

AWS Machine Learning

MAY 8, 2023

In this post, we address these limitations by implementing the access control outside of the MLflow server and offloading authentication and authorization tasks to Amazon API Gateway , where we implement fine-grained access control mechanisms at the resource level using Identity and Access Management (IAM). Adds an IAM authorizer.

APIs 71

APIs Government Accountability Scripts 71

AWS Machine Learning

SEPTEMBER 18, 2023

Each stage in the ML workflow is broken into discrete steps, with its own script that takes input and output parameters. In the following code, the desired number of actors is passed in as an input argument to the script. Let’s look at sections of the scripts that perform this data preprocessing. get("OfflineStoreConfig").get("S3StorageConfig").get("ResolvedOutputS3Uri")

Scripts 103

Scripts APIs Government Construction 103

AWS Machine Learning

APRIL 10, 2023

In this post, we present a comprehensive guide on deploying and running inference using the Stable Diffusion inpainting model in two methods: through JumpStart’s user interface (UI) in Amazon SageMaker Studio , and programmatically through JumpStart APIs available in the SageMaker Python SDK.

APIs 79

APIs Scripts Construction Finance 79

AWS Machine Learning

SEPTEMBER 1, 2023

Solution overview To get responses streamed back from SageMaker, you can use our new InvokeEndpointWithResponseStream API. To take advantage of the new streaming API, you need to make sure the model container returns the streamed response as chunked encoded data. We use Streamlit for the sample demo application UI.

APIs 91

APIs Chatbots Engineering Best practices 91

AWS Machine Learning

AUGUST 10, 2023

As recommended by AWS as a best practice , customers have used separate accounts to simplify policy management for users and isolate resources by workloads and account. You can deploy the management account resources by running the following command: /scripts/organization-deployment/deploy-management-account.sh aws/config.

Scripts 78

Scripts Accountability Metrics APIs 78

NobelBiz

APRIL 9, 2024

In this comprehensive article, we delve into the details of call center compliance , exploring its significance, the laws and regulations governing it, common mistakes to avoid, and best practices for ensuring adherence. Table of Contents What is Call Center Compliance and Why is it Important?

Call Center 104

Call Center Telemarketing Healthcare Government 104