AWS Machine Learning

DECEMBER 22, 2023

In particular, we cover the SMP library’s new simplified user experience that builds on open source PyTorch Fully Sharded Data Parallel (FSDP) APIs, expanded tensor parallel functionality that enables training models with hundreds of billions of parameters, and performance optimizations that reduce model training time and cost by up to 20%.

Scripts 115

Scripts APIs Engineering Finance 115

AWS Machine Learning

MARCH 15, 2023

Tens of thousands of AWS customers use AWS machine learning (ML) services to accelerate their ML development with fully managed infrastructure and tools. The best practice for migration is to refactor these legacy codes using the Amazon SageMaker API or the SageMaker Python SDK.

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Scripts APIs Engineering Construction 127

AWS Machine Learning

FEBRUARY 8, 2024

Generative AI agents are a versatile and powerful tool for large enterprises. 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.

APIs 131

APIs Scripts Enterprise Management 131

AWS Machine Learning

JULY 29, 2022

Their Python-based library ( Transformers ) provides tools to easily use popular state-of-the-art Transformer architectures like BERT, RoBERTa, and GPT. The SageMaker Python SDK provides open-source APIs and containers to train and deploy models on SageMaker, using several different ML and deep learning frameworks. to(device).

Scripts 88

Scripts APIs Big data Engineering 88

Zingtree

MAY 3, 2018

If you’re a Zendesk user in a Contact Center environment, you’ll want to be using our Zendesk Agent Scripting app. Pause and Resume: If a ticket is transferred, the supervisor or new agent is taken to the last place in the script, and can see the history of the previous steps taken. New Features in Version 11.

Scripts 67

Scripts APIs Feedback Contact Center 67

CCNG

JUNE 7, 2023

A recent search about how Chat GPT can and will assist in customer service, contact center and customer experience shows many ways ChatGPT can be a potentially valuable tool including: Answering Frequently Asked Questions (FAQs) : Chat GPT can handle repetitive and commonly asked questions by providing instant and accurate responses.

Contact Center 195

Contact Center CCNG APIs Scripts 195

AWS Machine Learning

DECEMBER 14, 2023

It provides access to the most comprehensive set of tools for each step of ML development, from preparing data to building, training, deploying, and managing ML models. After you stop the Space, you can modify its settings using either the UI or API via the updated SageMaker Studio interface and then restart the Space.

APIs 115

APIs Engineering Management Scripts 115

AWS Machine Learning

OCTOBER 24, 2024

Example code The following code example is a Python script that can be used as an AWS Lambda function or as part of your processing pipeline. Here’s a high-level breakdown of how the Python script is executed: Load the YOLOv9 model – This model is used for detecting objects in each frame. cvtColor(frame, cv2.COLOR_RGB2BGR)

Scripts 88

Scripts APIs Analytics Personalization 88

Zingtree

MAY 24, 2018

If you’re a Zendesk user in a Contact Center environment, you’ll want to be using our Zendesk Agent Scripting app. Benefits of the Zendesk Agent Scripting App. Installing the Agent Scripting App into Zendesk. Installing the Agent Scripting App into Zendesk. Enabling Automatic Script Selection.

Scripts 61

Scripts APIs Real estate Feedback 61

AWS Machine Learning

NOVEMBER 13, 2024

The solution also uses Amazon Cognito user pools and identity pools for managing authentication and authorization of users, Amazon API Gateway REST APIs, AWS Lambda functions, and an Amazon Simple Storage Service (Amazon S3) bucket. To launch the solution in a different Region, change the aws_region parameter accordingly.

APIs 116

APIs Scripts Accountability Entertainment 116

AWS Machine Learning

JULY 11, 2024

This solution uses Retrieval Augmented Generation (RAG) to ensure the generated scripts adhere to organizational needs and industry standards. In this blog post, we explore how Agents for Amazon Bedrock can be used to generate customized, organization standards-compliant IaC scripts directly from uploaded architecture diagrams.

Scripts 121

Scripts APIs Engineering industry standards 121

AWS Machine Learning

JULY 17, 2024

In this post, we’re using the APIs for AWS Support , AWS Trusted Advisor , and AWS Health to programmatically access the support datasets and use the Amazon Q Business native Amazon Simple Storage Service (Amazon S3) connector to index support data and provide a prebuilt chatbot web experience. Synchronize the data source to index the data.

Scripts 109

Scripts APIs Enterprise Accountability 109

AWS Machine Learning

OCTOBER 18, 2024

Using SageMaker and Qualcomm AI Hub together can create new opportunities for rapid iteration on model customization, providing access to powerful development tools and enabling a smooth workflow from cloud training to on-device deployment. Call the SageMaker control plane API using the SageMaker Python SDK for model training.

Scripts 92

Scripts APIs Engineering Marketing 92

AWS Machine Learning

JULY 24, 2023

In contrast, in a framework-specific serving tool, such as TensorFlow Serving, the model’s name and version are part of the endpoint name. If the model changes on the server side, the client has to know and change its API call to the new endpoint accordingly. install the CLI tools by following this guide.

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Scripts APIs Engineering Best practices 75

Real Blue Sky

MAY 18, 2022

And that is why we have devoted this space to a series of articles about #EmployeeExperience – taking a deep dive into topics like tools, training, work environment, culture, and more. This month, we are focused on how the right tools can transform the #EX – tools like AI, the composable desktop, self-service and PRB.

Interactive Voice Response 52

Interactive Voice Response Self service Contact Center APIs 52

TechSee

APRIL 22, 2024

All of this improves the experience of the customer, and all these tools are launched by just a simple click. Furthermore, TechSee’s technology can be integrated anywhere through APIs or SDKs. Breaking Down Adoption Barriers for Agents The success of any new tool also depends on its adoption by your service agents.

APIs 109

APIs Scripts Best practices Technology 109

TechSee

APRIL 22, 2024

All of this improves the experience of the customer, and all these tools are launched by just a simple click. Furthermore, TechSee’s technology can be integrated anywhere through APIs or SDKs. Breaking Down Adoption Barriers for Agents The success of any new tool also depends on its adoption by your service agents.

APIs 109

APIs Scripts Best practices Technology 109

AWS Machine Learning

MAY 30, 2024

AWS Prototyping successfully delivered a scalable prototype, which solved CBRE’s business problem with a high accuracy rate (over 95%) and supported reuse of embeddings for similar NLQs, and an API gateway for integration into CBRE’s dashboards. The following diagram illustrates the web interface and API management layer.

Real estate 121

Real estate APIs Metrics Construction 121

AWS Machine Learning

JUNE 19, 2024

The Slack application sends the event to Amazon API Gateway , which is used in the event subscription. API Gateway forwards the event to an AWS Lambda function. In the following sections, we guide you through the process of setting up a Slack integration for Amazon Bedrock. The following diagram illustrates the solution architecture.

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APIs Engineering Accountability Scripts 118

AWS Machine Learning

NOVEMBER 15, 2024

At AWS, we help our customers transform responsible AI from theory into practice—by giving them the tools, guidance, and resources to get started with purpose-built services and features, such as Amazon Bedrock Guardrails. These dimensions make up the foundation for developing and deploying AI applications in a responsible and safe manner.

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APIs Government Best practices Metrics 91

AWS Machine Learning

FEBRUARY 29, 2024

With built-in security, cost-effectiveness, and a range of pre-built tools like Amazon SageMaker Autopilot , Amazon SageMaker JumpStart , and Amazon SageMaker Feature store , SageMaker Studio is a powerful platform for accelerating AI projects and empowering data scientists at every level of expertise.

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APIs Construction Transportation Analytics 114

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. Create and associate an action group with an API schema and a Lambda function. Examples given later in the post.)

APIs 88

APIs Best practices Construction Engineering 88

AWS Machine Learning

JANUARY 5, 2024

Data science and DevOps teams may face challenges managing these isolated tool stacks and systems. Integrating multiple tool stacks to build a compact solution might involve building custom connectors or workflows. There are dependencies and complexities with integrating third-party tools into the MLOps pipeline.

Management 125

Management APIs Engineering Government 125

Zingtree

APRIL 14, 2015

We’re proud to announce that we’ve “officially” launched our Agent Scripting for call centers. Zingtree Interactive Decision Tree System Redefines Call Center Agent Scripting with New App. New agent scripting tools aid in training and corporate compliance for call center applications.

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Scripts Call Center APIs Analytics 48

AWS Machine Learning

NOVEMBER 14, 2024

This post outlines steps you can take to implement a comprehensive tagging governance strategy across accounts, using AWS tools and services that provide visibility and control. Reactive governance is for finding resources that lack proper tags using tools such as the AWS Resource Groups tagging API, AWS Config rules, and custom scripts.

Government 95

Government Best practices Accountability APIs 95

AWS Machine Learning

SEPTEMBER 11, 2023

SageMaker Studio is a fully integrated development environment (IDE) that provides a single web-based visual interface where you can access purpose-built tools to perform all ML development steps, from preparing data to building, training, and deploying your ML models, improving data science team productivity by up to 10x.

Scripts 112

Scripts APIs Management Engineering 112

AWS Machine Learning

NOVEMBER 22, 2023

Amazon Bedrock is a fully managed service that offers an easy-to-use API for accessing foundation models for text, image, and embedding. Amazon Location offers an API for maps, places, and routing with data provided by trusted third parties such as Esri, HERE, Grab, and OpenStreetMap.

APIs 109

APIs Scripts Engineering Accountability 109

AWS Machine Learning

FEBRUARY 15, 2023

You can fine-tune and deploy JumpStart models using the UI in Amazon SageMaker Studio or using the SageMaker Python SDK extension for JumpStart APIs. This post focuses on how we can implement MLOps with JumpStart models using JumpStart APIs, Amazon SageMaker Pipelines , and Amazon SageMaker Projects. sm_client = boto3.client("sagemaker")

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AWS Machine Learning

SEPTEMBER 13, 2024

The router initiates an open session (this API is defined by the client; it could be some other name like start_session ) with the model server, in this case TorchServe, and responds back with 200 OK along with the session ID and time to live (TTL), which is sent back to the client. script takes approximately 30 minutes to run.

APIs 81

APIs Engineering Chatbots Scripts 81

AWS Machine Learning

SEPTEMBER 26, 2024

This text-to-video API generates high-quality, realistic videos quickly from text and images. SageMaker HyperPod offers a highly customizable user interface using Slurm, allowing users to select and install any required frameworks or tools. Luma AI’s recently launched Dream Machine represents a significant advancement in this field.

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Scripts APIs Metrics Management 111

AWS Machine Learning

JUNE 23, 2023

It can be cumbersome to manage the process, but with the right tool, you can significantly reduce the required effort. FastAPI is a modern, high-performance web framework for building APIs with Python. We also show you how to automate the deployment using the AWS Cloud Development Kit (AWS CDK). We discuss how to create the.tar.gz

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APIs Scripts Engineering Accountability 93

AWS Machine Learning

DECEMBER 22, 2023

Generative AI agents are capable of producing human-like responses and engaging in natural language conversations by orchestrating a chain of calls to foundation models (FMs) and other augmenting tools based on user input. The agent is equipped with tools that include an Anthropic Claude 2.1

Scripts 115

Scripts Chatbots Accountability Multi-channel support 115

AWS Machine Learning

AUGUST 4, 2023

In Part 1 , we show how the Salesforce Data Cloud and Einstein Studio integration with SageMaker allows businesses to access their Salesforce data securely using SageMaker and use its tools to build, train, and deploy models to endpoints hosted on SageMaker. frameworks to restrict client access to your APIs.

APIs 81

APIs Scripts Management Accountability 81

AWS Machine Learning

OCTOBER 25, 2022

Model weights are available via scripts in the GitHub repository , and the MSAs are hosted by the Registry of Open Data on AWS (RODA). We use aws-do-eks , an open-source project that provides a large collection of easy-to-use and configurable scripts and tools to enable you to provision EKS clusters and run your inference.

APIs 79

APIs Scripts Banking Engineering 79

AWS Machine Learning

OCTOBER 1, 2024

You only consume the services through their API. The application is a simple React application that we create using the Vite build tool. The Amplify console is a managed service providing continuous integration and delivery (CI/CD) and SSL certificates, prioritizing swift deployment of serverless web applications and backend APIs.

Chatbots 79

Chatbots APIs Scripts Management 79

AWS Machine Learning

JANUARY 10, 2023

CloudWatch is the primary logging tool that SageMaker uses to help you understand the different metrics that describe your endpoint’s performance. Note that the model container also includes any custom inference code or scripts that you have passed for inference.

Best practices 78

Best practices Scripts APIs Metrics 78

AWS Machine Learning

JULY 26, 2023

The Neuron SDK, which includes a deep learning compiler, runtime, and tools, compiles and automatically optimizes deep learning models so they can run efficiently on Inf2 instances and extract full performance of the AWS Inferentia2 accelerator. Load the UNet model onto two Neuron cores using the torch_neuronx.DataParallel API.

Scripts 83

Scripts APIs Benchmark Engineering 83