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 118

APIs Government Enterprise Engineering 118

AWS Machine Learning

NOVEMBER 26, 2024

Figure 1 presents the confusion matrix of the model’s responses. The analysts investigating the incident are presented with a series of events that occurred on the endpoint at the time the suspicious activity was detected. We compute two classes of metrics.

APIs 101

APIs Metrics SaaS Engineering 101

AWS Machine Learning

AUGUST 2, 2024

Earnings calls are live conferences where executives present an overview of results, discuss achievements and challenges, and provide guidance for upcoming periods. Draft a comprehensive earnings call script that covers the key financial metrics, business highlights, and future outlook for the given quarter.

Engineering 130

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AWS Machine Learning

OCTOBER 29, 2024

This post presents a solution where you can upload a recording of your meeting (a feature available in most modern digital communication services such as Amazon Chime ) to a centralized video insights and summarization engine. All of this data is centralized and can be used to improve metrics in scenarios such as sales or call centers.

Engineering 110

Engineering APIs Sales Enterprise 110

AWS Machine Learning

NOVEMBER 9, 2023

This benefits enterprise software development and helps overcome the following challenges: Sparse documentation or information for internal libraries and APIs that forces developers to spend time examining previously written code to replicate usage. Inadvertent use of deprecated code and APIs by developers.

APIs 118

APIs Enterprise Metrics Engineering 118

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

APRIL 4, 2024

However, delivering truly personalized recommendations presents several key challenges: Capturing diverse user interests – News can span many topics and even within specific topics, readers can have varied interests. For more information about these metrics, see Evaluating a solution version with metrics.

Personalization 100

Personalization APIs Engineering Metrics 100

AWS Machine Learning

NOVEMBER 17, 2022

Beyond model accuracy, other potential metrics of importance are model training time and inference time. JumpStart APIs allow you to programmatically deploy and fine-tune a vast selection of JumpStart-supported pre-trained models on your own datasets. In this section, we present the results from these 15 runs. Solution overview.

APIs 98

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AWS Machine Learning

MAY 13, 2024

This 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, Stability AI, and Amazon through a single API. These metrics will assess how well a machine-generated summary compares to one or more reference summaries.

Healthcare 134

Healthcare Engineering APIs Benchmark 134

AWS Machine Learning

JANUARY 5, 2024

Query training results: This step calls the Lambda function to fetch the metrics of the completed training job from the earlier model training step. RMSE threshold: This step verifies the trained model metric (RMSE) against a defined threshold to decide whether to proceed towards endpoint deployment or reject this model.

Management 131

Management APIs Engineering Government 131

AWS Machine Learning

MAY 16, 2024

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. Real-time recommendation inference The inference phase consists of the following steps: The client application makes an inference request to the API gateway.

Personalization 124

Personalization APIs Scripts Technical Support 124

AWS Machine Learning

AUGUST 30, 2023

For a quantitative analysis of the generated impression, we use ROUGE (Recall-Oriented Understudy for Gisting Evaluation), the most commonly used metric for evaluating summarization. This metric compares an automatically produced summary against a reference or a set of references (human-produced) summary or translation.

Healthcare 132

Healthcare APIs Scripts Metrics 132

AWS Machine Learning

DECEMBER 1, 2022

You can then compare the performance of the two versions using metrics such as latency and error rate. Optionally, you can monitor the variants through a built-in dashboard with a side-by-side comparison of the performance metrics. Please refer to the CreateModel API here. Pre-requisites. Step 1 – Create a shadow test.

APIs 98

APIs Metrics Management Self service 98

AWS Machine Learning

APRIL 19, 2024

Solution overview In this section, we present a generic architecture that is similar to the one we use for our own workloads, which allows elastic deployment of models using efficient auto scaling based on custom metrics. Here we use the number of requests per second as a custom metric. A managed node group with two c5.xlarge

Metrics 123

Metrics APIs Scripts Construction 123

AWS Machine Learning

MAY 1, 2024

Validation loss and validation perplexity – Similar to the training metrics, but measured during the validation stage. Use the model You can access your fine-tuned LLM through the Amazon Bedrock console, API, CLI, or SDKs. He actively shares his expertise through his YouTube channel, blog posts, and presentations.

APIs 132

APIs SaaS Accountability Education 132

AWS Machine Learning

APRIL 11, 2023

Some customers use third-party face liveness features that can only detect spoof attacks presented to the camera (such as printed or digital photos or videos on a screen), which work well for users in select geographies, and are often completely customer-managed. Spoof detection Face Liveness can deter presentation and bypass spoof attacks.

APIs 98

APIs Accountability Government Healthcare 98

AWS Machine Learning

OCTOBER 29, 2024

However, because multiple teams might use your ML platform in the cloud, monitoring large ML workloads across a scaling multi-account environment presents challenges in setting up and monitoring telemetry data that is scattered across multiple accounts. Consolidate metrics across source accounts and build unified dashboards.

Government 108

Government Metrics Accountability APIs 108

AWS Machine Learning

AUGUST 26, 2024

Prospecting, opportunity progression, and customer engagement present exciting opportunities to utilize generative AI, using historical data, to drive efficiency and effectiveness. Our field organization includes customer-facing teams (account managers, solutions architects, specialists) and internal support functions (sales operations).

Sales 126

Sales Accountability Feedback Metrics 126

AWS Machine Learning

JUNE 20, 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.

Metrics 136

Metrics Engineering Accountability Benchmark 136

AWS Machine Learning

NOVEMBER 22, 2022

We also demonstrate how to understand the different sentiments associated with specific entities in the text (such as company, product, person, or brand) directly from the API. The Amazon Comprehend sentiment API identifies the overall sentiment for a text document. Use cases for real-time sentiment analysis. Solution overview.

APIs 96

APIs CRM Feedback B2C 96

AWS Machine Learning

OCTOBER 10, 2022

In this post, we present a solution that combines rich mobile device intelligence with customized machine learning (ML) modeling to help you catch fraudsters who exploit mobile apps. This result is sent back to your mobile app via API Gateway. After this, you train your ML model in Amazon Fraud Detector in just a few steps.

APIs 99

APIs Accountability Metrics Government 99

AWS Machine Learning

DECEMBER 6, 2023

Another driver behind RAG’s popularity is its ease of implementation and the existence of mature vector search solutions, such as those offered by Amazon Kendra (see Amazon Kendra launches Retrieval API ) and Amazon OpenSearch Service (see k-Nearest Neighbor (k-NN) search in Amazon OpenSearch Service ), among others.

Analytics 125

Analytics APIs Engineering Construction 125

Spearline

DECEMBER 23, 2021

” Bandwidth , a leading US carrier who offers communication APIs that allow companies to embed voice calling and messaging capability into their applications, says that “PDD occurs because each carrier can take a few seconds to acknowledge their ability to complete the call.” An IVR welcome message is presented to the caller.

Telecommunications 98

Telecommunications Call flow industry standards APIs 98

AWS Machine Learning

MAY 9, 2024

Solution Overview The following diagram presents a high-level architectural data flow highlighting several of the AWS services used in building the solution. Relevance Ranking – Although Amazon Kendra returned confidence scores on search results, Verisk needed to further tune the search results for Query API calls for a few scenarios.

Engineering 127

Engineering Customer Support APIs Government 127

AWS Machine Learning

SEPTEMBER 23, 2022

Amazon CloudWatch – A monitoring and observability service that collects monitoring and operational data in the form of logs, metrics, and events. The Lambda function uses the Amazon Rekognition API to identify the animals in the image. GPS data is presented as part of the EXIF tags of a captured image. Lambda function code.

APIs 107

APIs Metrics Management Analytics 107

AWS Machine Learning

JANUARY 8, 2024

Now that the table is created and populated with the document object references, the script is ready to start calling the Amazon Textract StartDocumentTextDetection API. Amazon Textract, similar to other managed services, has a default limit on the APIs called transactions per second (TPS).

Scripts 122

Scripts Construction APIs Healthcare 122

AWS Machine Learning

NOVEMBER 1, 2024

We also provide insights on how to achieve optimal results for different dataset sizes and use cases, backed by experimental data and performance metrics. Tools and APIs – For example, when you need to teach Anthropic’s Claude 3 Haiku how to use your APIs well. We focus on the task of answering questions about the table.

Best practices 96

Best practices APIs Finance Engineering 96

AWS Machine Learning

MAY 5, 2023

Using architecture diagrams as an example, the solution needs to search through reference links and technical documents for architecture diagrams and identify the services present. Therefore, users without ML expertise can enjoy the benefits of a custom labels model through an API call, because a significant amount of overhead is reduced.

Engineering 103

Engineering APIs Scripts Enterprise 103

AWS Machine Learning

OCTOBER 2, 2024

In addition, they use the developer-provided instruction to create an orchestration plan and then carry out the plan by invoking company APIs and accessing knowledge bases using Retrieval Augmented Generation (RAG) to provide an answer to the user’s request. In Part 1, we focus on creating accurate and reliable agents.

Best practices 97

Best practices APIs Metrics Accountability 97

AWS Machine Learning

FEBRUARY 14, 2023

After specifying the metrics that you want to track, you can identify which campaigns and recommenders are most impactful and understand the impact of recommendations on your business metrics. All customers want to track the metric that is most important for their business.

Personalization 98

Personalization Metrics APIs Management 98

AWS Machine Learning

OCTOBER 5, 2022

For a real-time prediction, you call the GetEventPrediction API after a user presents valid login credentials to quantify the risk of ATO. If you provide labels, Amazon Fraud Detector uses them to automatically calculate an Account Takeover Discovery Rate and display it in the model performance metrics. Category.

Accountability 99

Accountability APIs Metrics Engineering 99

AWS Machine Learning

AUGUST 3, 2022

For example, the information can include a description of the feature, the date it was last modified, its original data source, certain metrics, or the level of sensitivity. The features are presented in a table that includes the feature name, type, description, parameters, date of creation, and associated feature group’s name.

APIs 98

APIs Engineering Entertainment Education 98

AWS Machine Learning

OCTOBER 11, 2022

It provides APIs powered by ML to extract key phrases, entities, sentiment analysis, and more. This command deploys an API Gateway REST API secured by an IAM authorizer, which you use for inference with an AWS user ID or IAM role that just has the execute-api:Invoke IAM privilege. if your REST API is deployed in us-east-2.

APIs 104

APIs Enterprise Engineering Accountability 104

AWS Machine Learning

APRIL 29, 2024

Dataset collection We followed the methodology outlined in the PMC-Llama paper [6] to assemble our dataset, which includes PubMed papers sourced from the Semantic Scholar API and various medical texts cited within the paper, culminating in a comprehensive collection of 88 billion tokens. Shamane Siri Ph.D.

APIs 121

APIs Healthcare Scripts Enterprise 121

AWS Machine Learning

AUGUST 3, 2022

For example, you can immediately start detecting entities such as people, places, commercial items, dates, and quantities via the Amazon Comprehend console , AWS Command Line Interface , or Amazon Comprehend APIs. Recall – This indicates the fraction of entities present in the documents that are correctly identified and labeled.

Benchmark 96

Benchmark APIs Metrics Scripts 96

VirtualPBX

NOVEMBER 8, 2023

In this blog, we are excited to present three compelling case studies that vividly illustrate how VirtualPBX has significantly elevated the performance of these businesses, making them more efficient and customer-centric. VirtualPBX, with its cloud-based solution and 99.999% reliability, became its trusted partner.

Healthcare 98

Healthcare APIs Customer centricity Accountability 98

Aspect

JULY 15, 2020

To understand what’s happening with agents both in the office and when working from home, contact center managers need a tool that consolidates performance information from many sources and presents it in a form that is most relevant to each contact center employee.

contact center workforce 118

contact center workforce Contact Center Real estate Average Handle Time 118