AWS Machine Learning

JUNE 25, 2024

Amazon Bedrock , a fully managed service designed to facilitate the integration of LLMs into enterprise applications, offers a choice of high-performing LLMs from leading artificial intelligence (AI) companies like Anthropic, Mistral AI, Meta, and Amazon through a single API.

Feedback 132

Feedback Engineering Enterprise Technical Support 132

AWS Machine Learning

MAY 15, 2023

Unlike the existing Amazon Textract console demos, which impose artificial limits on the number of documents, document size, and maximum allowed number of pages, the Bulk Document Uploader supports processing up to 150 documents per request and has the same document size and page limits as the Amazon Textract APIs.

APIs 102

APIs Construction Accountability Best practices 102

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 87

APIs Scripts Metrics Surveys 87

AWS Machine Learning

MAY 30, 2024

In this post, we introduce the Media Analysis and Policy Evaluation solution, which uses AWS AI and generative AI services to provide a framework to streamline video extraction and evaluation processes. When it comes to video analysis, priorities include brand safety, regulatory compliance, and engaging content.

Advertising 136

Advertising APIs Education Analytics 136

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. Incoming requests to the gateway go through this point.

Enterprise 122

Enterprise APIs Government Accountability 122

AWS Machine Learning

FEBRUARY 13, 2023

In this post, we enable the provisioning of different components required for performing log analysis using Amazon SageMaker on AWS DeepRacer via AWS CDK constructs. This is where advanced log analysis comes into play. Make sure you have the credentials and permissions to deploy the AWS CDK stack into your account.

Scripts 94

Scripts Best practices Transportation Construction 94

AWS Machine Learning

MARCH 13, 2024

Latency and cost are also critical factors that must be taken into account. The system records all audio conversations without immediate analysis. When a report is received, the workflow retrieves the related audio files and initiates the analysis process. This represents a passive approach to audio moderation.

APIs 137

APIs Engineering Advertising Management 137

AWS Machine Learning

JUNE 5, 2024

Prerequisites Before diving into this use case, complete the following prerequisites: Set up an AWS account. You can train a custom classifier using either the Amazon Comprehend console or API. Use the Amazon Comprehend console or API operations such as DescribeDocumentClassifier to retrieve the metrics for a custom classifier.

APIs 123

APIs Metrics Accountability Enterprise 123

AWS Machine Learning

JULY 17, 2024

Ingesting data for support cases, Trusted Advisor checks, and AWS Health notifications into Amazon Q Business enables interactions through natural language conversations, sentiment analysis, and root cause analysis without needing to fully understand the underlying data models or schemas. Synchronize the data source to index the data.

Scripts 129

Scripts APIs Enterprise Accountability 129

AWS Machine Learning

JULY 17, 2023

As described in the AWS Well-Architected Framework , separating workloads across accounts enables your organization to set common guardrails while isolating environments. Organizations with a multi-account architecture typically have Amazon Redshift and SageMaker Studio in two separate AWS accounts.

Accountability 88

Accountability APIs Best practices Management 88

AWS Machine Learning

NOVEMBER 1, 2022

According to a Forbes survey , there is widespread consensus among ML practitioners that data preparation accounts for approximately 80% of the time spent in developing a viable ML model. Additionally, we won’t be able to make an informed decision post-analysis of those insights prior to building the ML models. Overview of solution.

Engineering 98

Engineering APIs Accountability industry solution 98

AWS Machine Learning

AUGUST 21, 2024

As the volume of call data grows, traditional analysis methods struggle to keep pace, creating a demand for a scalable solution. In the following sections, we provide a detailed, step-by-step guide on implementing these new capabilities, covering everything from data preparation to job submission and output analysis.

Call Center 121

Call Center APIs Engineering Accountability 121

AWS Machine Learning

MARCH 4, 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 via a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Feedback 132

Feedback APIs Engineering Surveys 132

AWS Machine Learning

JANUARY 5, 2024

Wipro has used the input filter and join functionality of SageMaker batch transformation API. The response is returned to Lambda and sent back to the application through API Gateway. Use QuickSight refresh dataset APIs to automate the spice data refresh. Implement group-based security for dashboard and analysis access control.

Management 137

Management APIs Engineering Government 137

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 142

APIs Scripts Enterprise Management 142

AWS Machine Learning

MAY 1, 2024

Prerequisites First-time users need an AWS account and AWS Identity and Access Management (IAM) role with SageMaker, Amazon Bedrock, and Amazon Simple Storage Service (Amazon S3) access. Assistant: There are ethical concerns associated with using Fraudoscope, as it involves the collection and analysis of personal physiological data.

APIs 134

APIs SaaS Accountability Chatbots 134

AWS Machine Learning

NOVEMBER 1, 2023

Organizations can search for PII using methods such as keyword searches, pattern matching, data loss prevention tools, machine learning (ML), metadata analysis, data classification software, optical character recognition (OCR), document fingerprinting, and encryption.

APIs 125

APIs Government Engineering Telecommunications 125

AWS Machine Learning

NOVEMBER 1, 2024

Users can manage and use application inference profiles using Bedrock APIs or the boto3 SDK: CreateInferenceProfile : Initiates a new inference profile, allowing users to configure the parameters for the profile. ConverseStream API : Similar to the Converse API but supports streaming responses for real-time interactions.

APIs 141

APIs Management Accountability Metrics 141

AWS Machine Learning

MAY 15, 2024

Under the hood, this tool uses artifacts generated by SageMaker (step vii) which is then deployed into the production AWS account (step viii), using SageMaker SDKs. Regarding the inference, customers using Amazon Ads now have a new API to receive these generated images. The Amazon API Gateway receives the PUT request (step 1).

Advertising 135

Advertising APIs Engineering Benchmark 135

AWS Machine Learning

JULY 11, 2024

Diagram analysis and query generation : The Amazon Bedrock agent forwards the architecture diagram location to an action group that invokes an AWS Lambda. An AWS account with the appropriate IAM permissions to create Amazon Bedrock agents and knowledge bases, Lambda functions, and IAM roles.

Scripts 138

Scripts APIs Engineering industry standards 138

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 135

Real estate APIs Metrics Construction 135

AWS Machine Learning

NOVEMBER 26, 2024

Stock technical analysis questions can be as unique as the individual stock analyst themselves. 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 a single API.

APIs 111

APIs Finance Accountability Engineering 111

AWS Machine Learning

MARCH 1, 2024

Lambda receives the iterative transcripts from EventBridge, determines when a conversation is complete, and invokes the Transcript API within Genesys Cloud and drops the full transcript in an S3 bucket. For more information on setting up your account, refer to the Genesys documentation. Save your configuration. Choose Add Client.

Chatbots 130

Chatbots APIs Self service Contact Center 130

AWS Machine Learning

JUNE 3, 2024

This video data holds immense potential for analysis and monitoring of incidents that may occur in these locations. However,traditional video analysis methods often rely on manual, labor-intensive processes, making it challenging to scale and efficient. Embeddings are a vector representation of your data that capture semantic meaning.

APIs 122

APIs Accountability Entertainment Construction 122

AWS Machine Learning

OCTOBER 29, 2024

A multi-account strategy is essential not only for improving governance but also for enhancing security and control over the resources that support your organization’s business. In this post, we dive into setting up observability in a multi-account environment with Amazon SageMaker.

Government 113

Government Metrics Accountability APIs 113

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 131

APIs Scripts Entertainment Personalization 131

AWS Machine Learning

SEPTEMBER 18, 2023

Data underpins Arup consultancy for clients with world-class collection and analysis providing insight to make an impact. This post shows how Arup partnered with AWS to perform earth observation analysis with Amazon SageMaker geospatial capabilities to unlock UHI insights from satellite imagery.

APIs 129

APIs Consulting Consulting Construction 129

AWS Machine Learning

SEPTEMBER 23, 2024

Before running the labs in this post, ensure you have the following: An AWS account. If this is your first time setting up an AWS account, see the IAM documentation for information about configuring IAM. Amazon Rekognition supports adding image and video analysis to your applications. Create one if necessary.

APIs 128

APIs Scripts Technology Accountability 128

AWS Machine Learning

JUNE 26, 2024

AI-powered assistants can amplify an analyst’s productivity by searching for relevant information in the customer’s own database as well as online, conducting qualitative and quantitative analysis on structured and unstructured data, enabling analysts to work faster and with greater accuracy.

APIs 134

APIs Engineering Marketing Enterprise 134

AWS Machine Learning

NOVEMBER 22, 2023

Teams should regularly meet and discuss topics such as organizational goals and targets with your IDP solution, current state of cost and usage, and financial and accounting practices. The following is a list of AWS tools that help with cost monitoring and control: AWS Budgets – Configure AWS Budgets on all accounts for your workload.

Finance 119

Finance Best practices APIs Accountability 119

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 121

Best practices Feedback Metrics APIs 121

AWS Machine Learning

SEPTEMBER 14, 2023

We will introduce a custom classifier training pipeline that can be deployed in your AWS account with few clicks. Subsequently, this function checks the status of the training job by invoking describe_document_classifier API. This initiates pipeline deployment in your AWS account. politics, sports) that a document belongs to.

APIs 129

APIs Government Accountability Engineering 129

AWS Machine Learning

SEPTEMBER 27, 2022

Amazon Textract now has higher service quotas for several asynchronous and synchronous APIs in multiple major AWS Regions. The following table summarizes the before and after default quota numbers for each of these Regions for the respective synchronous and asynchronous APIs. Increased default service quotas for Amazon Textract.

Self service 98

Self service APIs Management Accountability 98

AWS Machine Learning

SEPTEMBER 19, 2023

Technical challenges with multi-modal data further include the complexity of integrating and modeling different data types, the difficulty of combining data from multiple modalities (text, images, audio, video), and the need for advanced computer science skills and sophisticated analysis tools.

Marketing 134

Marketing APIs Engineering Analytics 134

AWS Machine Learning

MARCH 1, 2023

Flywheel creates a data lake (in Amazon S3) in your account where all the training and test data for all versions of the model are managed and stored. You can use the flywheel active model version to run custom analysis (real-time or asynchronous jobs). For more information, refer to Getting started with Amazon Comprehend.

APIs 89

APIs Metrics Accountability Scripts 89

AWS Machine Learning

OCTOBER 11, 2022

It provides APIs powered by ML to extract key phrases, entities, sentiment analysis, and more. You also need an AWS account and the ability to create AWS resources. For this demo, you should have the following prerequisites: An AWS account. The code for this solution is available on Github. Prerequisites. Python 3.7

APIs 107

APIs Enterprise Engineering Accountability 107

Infinity

MARCH 3, 2022

So, in autumn 2021, when Facebook partnered up with Amazon and launched the Conversion API Gateway, it was a very exciting day for Facebook advertisers. When talking Facebook and data, you’re likely to come across two key models – the Conversion API Gateway and the Facebook Pixel, but what’s the difference?

APIs 52

APIs Marketing Advertising Government 52