AWS Machine Learning

SEPTEMBER 20, 2024

Amazon Bedrock agents use LLMs to break down tasks, interact dynamically with users, run actions through API calls, and augment knowledge using Amazon Bedrock Knowledge Bases. In this post, we demonstrate how to use Amazon Bedrock Agents with a web search API to integrate dynamic web content in your generative AI application.

APIs 106

APIs Chatbots Construction Engineering 106

AWS Machine Learning

JULY 2, 2024

Organizations also require the implementation of common security practices such as identity and access management, to make sure that only authorized and authenticated users are allowed to perform specific actions or access specific resources. The request is sent by the web application to the API.

APIs 136

APIs Scripts Enterprise Engineering 136

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. No change to the legacy code is required.

Scripts 142

Scripts APIs Engineering Construction 142

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. Wipro is an AWS Premier Tier Services Partner and Managed Service Provider (MSP).

Management 133

Management APIs Engineering Government 133

AWS Machine Learning

FEBRUARY 1, 2023

Amazon Rekognition has two sets of APIs that help you moderate images or videos to keep digital communities safe and engaged. Some customers have asked if they could use this approach to moderate videos by sampling image frames and sending them to the Amazon Rekognition image moderation API.

APIs 86

APIs Scripts Metrics Surveys 86

AWS Machine Learning

JULY 29, 2022

Pre-trained models and fully managed NLP services have democratised access and adoption of NLP. Amazon Comprehend is a fully managed service that can perform NLP tasks like custom entity recognition, topic modelling, sentiment analysis and more to extract insights from data without the need of any prior ML experience. to(device).

Scripts 100

Scripts APIs Big data Engineering 100

AWS Machine Learning

APRIL 11, 2023

In the post Secure Amazon SageMaker Studio presigned URLs Part 2: Private API with JWT authentication , we demonstrated how to build a private API to generate Amazon SageMaker Studio presigned URLs that are only accessible by an authenticated end-user within the corporate network from a single account.

APIs 90

APIs Accountability Scripts Enterprise 90

AWS Machine Learning

FEBRUARY 8, 2024

Moreover, they can orchestrate complex, multi-step workflows by breaking down tasks into smaller, manageable steps, coordinating various actions, and ensuring the efficient execution of processes within an organization. System integration – Agents make API calls to integrated company systems to run specific actions.

APIs 140

APIs Scripts Enterprise Management 140

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

AWS Machine Learning

MARCH 27, 2025

How would a skilled manager handle a very smart, but new and inexperienced employee? The manager would provide contextual background, explain the problem, explain the rules they should apply when analyzing the problem, and give some examples of what good looks like along with why it is good. Create a private JupyterLab space.

Education 92

Education Engineering APIs Enterprise 92

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 136

Scripts APIs Engineering industry standards 136

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. You can use the API to programmatically send an inference (text generation) request to the model of your choice.

APIs 75

APIs Management Benchmark Scripts 75

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 121

Scripts APIs Engineering Finance 121

AWS Machine Learning

FEBRUARY 25, 2025

Additionally, you might need to hire and staff a large team to build, maintain, and manage such a system. Amazon Q Business is a fully managed generative AI-powered assistant that can answer questions, provide summaries, generate content, and securely complete tasks based on data and information in your enterprise systems.

Enterprise 93

Enterprise Engineering APIs Accountability 93

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 112

Scripts Construction APIs Healthcare 112

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

AUGUST 2, 2024

Such details can signal potential growth opportunities for investors, analysts, and portfolio managers. Traditionally, earnings call scripts have followed similar templates, making it a repeatable task to generate them from scratch each time. Model customization helps you deliver differentiated and personalized user experiences.

Engineering 130

Engineering Scripts Metrics APIs 130

AWS Machine Learning

MAY 16, 2024

For this reason, we built the MLOps architecture to manage the created models and provide real-time services. The main AWS services used are SageMaker, Amazon EMR , AWS CodeBuild , Amazon Simple Storage Service (Amazon S3), Amazon EventBridge , AWS Lambda , and Amazon API Gateway.

Personalization 122

Personalization APIs Scripts Technical Support 122

AWS Machine Learning

AUGUST 1, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading artificial intelligence (AI) companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API. A copy of your model artifacts is stored in an AWS operated deployment account.

APIs 125

APIs Scripts Real estate Accountability 125

AWS Machine Learning

JULY 17, 2024

This post will also demonstrate how you can integrate these insights with your IT service management (ITSM) system (such as ServiceNow, Jira, and Zendesk), to allow you to implement recommendations and keep your AWS operations healthy. Create the Amazon Q Business application, the data source, and required components using deployment scripts.

Scripts 122

Scripts APIs Enterprise Accountability 122

AWS Machine Learning

APRIL 23, 2024

Here are some features which we will cover: AWS CloudFormation support Private network policies for Amazon OpenSearch Serverless Multiple S3 buckets as data sources Service Quotas support Hybrid search, metadata filters, custom prompts for the RetreiveAndGenerate API, and maximum number of retrievals.

APIs 127

APIs Enterprise Scripts Accountability 127

AWS Machine Learning

MAY 30, 2024

Services range from financing and investment to property management. CBRE is unlocking the potential of artificial intelligence (AI) to realize value across the entire commercial real estate lifecycle—from guiding investment decisions to managing buildings.

Real estate 129

Real estate APIs Metrics Construction 129

AWS Machine Learning

FEBRUARY 29, 2024

It allows you to seamlessly customize your RAG prompts and retrieval strategies—we provide the source attribution, and we handle memory management automatically. To enable effective retrieval from private data, a common practice is to first split these documents into manageable chunks. Choose Next. Choose Next.

APIs 136

APIs Healthcare Scripts Enterprise 136

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 123

APIs Scripts Entertainment Personalization 123

AWS Machine Learning

MARCH 7, 2023

This post presents and compares options and recommended practices on how to manage Python packages and virtual environments in Amazon SageMaker Studio notebooks. You can manage app images via the SageMaker console, the AWS SDK for Python (Boto3), and the AWS Command Line Interface (AWS CLI).

Management 94

Management Scripts Government Engineering 94

AWS Machine Learning

NOVEMBER 30, 2023

The function then searches the OpenSearch Service image index for images matching the celebrity name and the k-nearest neighbors for the vector using cosine similarity using Exact k-NN with scoring script. You must create a new user in the AWS Management Console to sign in with. Make a note of the URL to use later.

Scripts 122

Scripts APIs Entertainment Accountability 122

AWS Machine Learning

MAY 31, 2024

Here, we use AWS HealthOmics storage as a convenient and cost-effective omic data store and Amazon Sagemaker as a fully managed machine learning (ML) service to train and deploy the model. All of this is delivered by HealthOmics, removing the burden of managing compression, tiering, metadata, and file organization from customers.

Biotechnology 110

Biotechnology Scripts Healthcare APIs 110

AWS Machine Learning

FEBRUARY 5, 2025

We will provide a brief introduction to guardrails and the Nemo Guardrails framework for managing LLM interactions. Integrating with Amazon SageMaker JumpStart to utilize the latest large language models with managed solutions. model API exposed by SageMaker JumpStart properly. define bot express greeting "Hey there!"

Chatbots 100

Chatbots Construction Best practices APIs 100

AWS Machine Learning

FEBRUARY 19, 2024

An asynchronous API and Amazon OpenSearch Service connector make it easy to integrate the model into your neural search applications. Before you can write scripts that use the Amazon Bedrock API, you need to install the appropriate version of the AWS SDK in your environment. The vectors power speedy, accurate search experiences.

Scripts 128

Scripts APIs Entertainment Engineering 128

AWS Machine Learning

SEPTEMBER 11, 2023

AWS customers rely on IaC to design, develop, and manage their cloud infrastructure, such as SageMaker Domains. Using Terraform, you can develop and manage your SageMaker Domain and its supporting infrastructure in a consistent and repeatable manner. This is required to communicate with the SageMaker API.

Scripts 122

Scripts APIs Management Best practices 122

AWS Machine Learning

JULY 2, 2024

Image 2: Hugging Face NLP model inference performance improvement with torch.compile on AWS Graviton3-based c7g instance using Hugging Face example scripts. This section shows how to run inference in eager and torch.compile modes using torch Python wheels and benchmarking scripts from Hugging Face and TorchBench repos.

Benchmark 119

Benchmark Scripts Metrics APIs 119

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 this post, we show you how to unlock new levels of efficiency and creativity by bringing the power of generative AI directly into your Slack workspace using Amazon Bedrock.

APIs 103

APIs Engineering Accountability Big data 103

AWS Machine Learning

APRIL 17, 2024

The open source observability set of patterns instruments observability with Amazon Managed Grafana dashboards, an AWS Distro for OpenTelemetry collector to collect metrics, and Amazon Managed Service for Prometheus to store them. Solution overview The following diagram illustrates the solution architecture.

APIs 123

APIs Metrics Accountability Management 123

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")

Scripts 112

Scripts APIs Engineering Enterprise 112

AWS Machine Learning

OCTOBER 24, 2024

As shown in the following diagram, vector stores are populated by chunking the documents into manageable pieces (1) (if a document is short enough, chunking might not be required) and transforming each chunk of the document into a high-dimensional vector using a vector embedding (2), such as the Amazon Titan embeddings model.

Chatbots 89

Chatbots Metrics Scripts APIs 89

AWS Machine Learning

APRIL 12, 2023

The code to invoke the pipeline script is available in the Studio notebooks, and we can change the hyperparameters and input/output when invoking the pipeline. This is quite different from our earlier method where we had all the parameters hard coded within the scripts and all the processes were inextricably linked. cpu-py39-ubuntu20.04-sagemaker",

Scripts 105

Scripts APIs Metrics Best practices 105

VirtualPBX

NOVEMBER 5, 2020

Using The VirtualPBX API to Assist. You can also manage your hooks outside of the VirtualPBX web interface by taking advantage of our API. The VirtualPBX API lets you manage a number of types of data that exist within your phone plan. Our API, in conjunction with popular online services, makes that possible.

Marketing 98

Marketing APIs voip Scripts 98