AWS Machine Learning

JUNE 5, 2024

You train the model using semi-structured documents, which includes the following document types such as digital and scanned PDF documents and Word documents; Images sunch as JPG files, PNG files, and single-page TIFF files and Amazon Textract API output JSON files.

APIs 123

APIs Metrics Accountability Enterprise 123

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

MAY 7, 2024

Amazon Transcribe The transcription for the entire video is generated using the StartTranscriptionJob API. The solution runs Amazon Rekognition APIs for label detection , text detection, celebrity detection , and face detection on videos. The metadata generated for each video by the APIs is processed and stored with timestamps.

APIs 136

APIs Advertising Entertainment Metrics 136

AWS Machine Learning

JULY 31, 2023

It also enables you to evaluate the models using advanced metrics as if you were a data scientist. In this post, we show how a business analyst can evaluate and understand a classification churn model created with SageMaker Canvas using the Advanced metrics tab.

Metrics 97

Metrics Engineering Accountability Telecommunications 97

AWS Machine Learning

OCTOBER 29, 2024

All of this data is centralized and can be used to improve metrics in scenarios such as sales or call centers. For integration between services, we use API Gateway as an event trigger for our Lambda function, and DynamoDB as a highly scalable database to store our customer details.

Engineering 120

Engineering APIs Sales Enterprise 120

AWS Machine Learning

OCTOBER 2, 2024

It’s a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like Anthropic, Cohere, Meta, Mistral 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.

Government 131

Government APIs Enterprise Best practices 131

AWS Machine Learning

APRIL 24, 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, Stability AI, and Amazon using a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

APIs 138

APIs Engineering Metrics Management 138

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 137

Management APIs Engineering Government 137

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 21, 2023

The LAYOUT feature of AnalyzeDocument API can now detect up to ten different layout elements in a document’s page. It is important to note that layout elements appear in the correct reading order in the API response as the reading order in the document, which makes it easy to construct the layout text from the API’s JSON response.

APIs 123

APIs Construction Metrics Education 123

AWS Machine Learning

OCTOBER 29, 2024

Observability refers to the ability to understand the internal state and behavior of a system by analyzing its outputs, logs, and metrics. Evaluation, on the other hand, involves assessing the quality and relevance of the generated outputs, enabling continual improvement.

Best practices 121

Best practices Feedback Metrics APIs 121

AWS Machine Learning

NOVEMBER 26, 2024

To gain a general understanding of the quality of a model’s incident summarization, we use a set of five distinct metrics and rely on a dataset comprising of N incidents. We compute two classes of metrics. We use two distance metrics, Levenshtein distance and longest common subsequence (LCS).

APIs 103

APIs Metrics SaaS Engineering 103

AWS Machine Learning

MAY 31, 2024

By bridging the gap between raw genetic data and actionable knowledge, genomic language models hold immense promise for various industries and research areas, including whole-genome analysis , delivered care , pharmaceuticals , and agriculture. Lastly the model is tested against a set of known genome sequences using some inference API calls.

Biotechnology 120

Biotechnology Scripts Healthcare APIs 120

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 1, 2024

Validation loss and validation perplexity – Similar to the training metrics, but measured during the validation stage. Assistant: There are ethical concerns associated with using Fraudoscope, as it involves the collection and analysis of personal physiological data. Lower perplexity suggests higher model confidence.

APIs 134

APIs SaaS Accountability Chatbots 134

AWS Machine Learning

MARCH 22, 2023

After Amazon Rekognition begins training from your image set, it produces a custom image analysis model for you in just a few hours. Behind the scenes, Rekognition Custom Labels automatically loads and inspects the training data, selects the right ML algorithms, trains a model, and provides model performance metrics.

APIs 97

APIs Metrics Engineering Feedback 97

ChurnZero

MARCH 18, 2022

With so many SaaS metrics floating around, and even more opinions on when and how to use them, it can be hard to know if you’re measuring what really matters. Leading SaaS expert, Dave Kellogg, and ChurnZero CEO, You Mon Tsang, sat down to answer all the questions you want to know about SaaS metrics like ARR, NRR, GRR, LTV, and CAC (i.e.,

SaaS 98

SaaS Metrics Surveys Enterprise 98

AWS Machine Learning

OCTOBER 29, 2024

SageMaker Model Monitor emits per-feature metrics to Amazon CloudWatch , which you can use to set up dashboards and alerts. You can use cross-account observability in CloudWatch to search, analyze, and correlate cross-account telemetry data stored in CloudWatch such as metrics, logs, and traces from one centralized account.

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 5, 2023

Earlier this year, we announced Amazon Bedrock , a serverless API to access foundation models from Amazon and our generative AI partners. Although it’s currently in Private Preview, its serverless API allows you to use foundation models from Amazon, Anthropic, Stability AI, and AI21, without having to deploy any endpoints yourself.

APIs 129

APIs Metrics Chatbots Engineering 129

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

DECEMBER 5, 2022

Then we dive into the two key metrics used to evaluate a biometric system’s accuracy: the false match rate (also known as false acceptance rate) and false non-match rate (also known as false rejection rate). We use FMR and FNMR as our two key metrics to evaluate facial biometric systems. False non-match rate. 114192_4M49.jpeg.

Metrics 90

Metrics Best practices Banking APIs 90

AWS Machine Learning

MARCH 1, 2023

Based on the quality metrics for the existing and new model versions, you set the active model version to be the version of the flywheel model that you want to use for inference jobs. You can use the flywheel active model version to run custom analysis (real-time or asynchronous jobs).

APIs 89

APIs Metrics Accountability Scripts 89

AWS Machine Learning

AUGUST 21, 2024

This post explores an innovative application of large language models (LLMs) to automate the process of customer review analysis. Sentiment analysis – Assess whether the reviews have a positive, negative, or neutral tone, and assign confidence scores for the given sentiment.

Engineering 133

Engineering APIs Metrics Customer Experience 133

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 130

Personalization APIs Scripts Technical Support 130

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

AWS Machine Learning

NOVEMBER 22, 2023

Define goals and metrics – The function needs to deliver value to the organization in different ways. Establish regular cadence – The group should come together regularly to review their goals and metrics. AWS Cost Explorer – Configure AWS Cost Explorer for your workload and accounts to visualize your cost data for further analysis.

Finance 119

Finance Best practices APIs Accountability 119

AWS Machine Learning

JUNE 25, 2024

A new automatic dashboard for Amazon Bedrock was added to provide insights into key metrics for Amazon Bedrock models. From here you can gain centralized visibility and insights to key metrics such as latency and invocation metrics. Optionally, you can select a specific model to isolate the metrics to one model.

Metrics 129

Metrics APIs Government Big data 129

AWS Machine Learning

OCTOBER 24, 2023

T-Mobile has partnered with AWS to analyze the key application metrics of this service, such as language distribution, the number of messages per language, the daily total and unique active customers, and so on. This data helped in scaling the service and making key business decisions to improve the Voicemail to Text customer experience.

APIs 126

APIs Engineering Metrics Technology 126

AWS Machine Learning

FEBRUARY 6, 2023

Together with the implementation details in a corresponding example Jupyter notebook , you will have tools available to perform model selection by exploring pareto frontiers, where improving one performance metric, such as accuracy, is not possible without worsening another metric, such as throughput.

APIs 93

APIs Scripts Metrics Benchmark 93

AWS Machine Learning

JULY 24, 2024

Let’s explore two customer journeys: Selecting and evaluating foundation models – You can evaluate the performance of different pre-trained FMs on relevant datasets and metrics specific to your use case. After you process the data and select the required number of rows, you can log the data using the log_input API of MLflow.

APIs 135

APIs Engineering Metrics Enterprise 135

AWS Machine Learning

JUNE 3, 2024

You can run a Data Quality and Insights Report, which will perform an analysis of the data to determine potential issues to address during data preparation. For Analysis name , enter a name. Optionally, if an analysis has been generated by your query, choose Add to analyses to reference it for later. Choose Create model.

Surveys 127

Surveys Metrics Analytics Engineering 127

AWS Machine Learning

MARCH 28, 2024

SEC filings are available online through the SEC’s EDGAR (Electronic Data Gathering, Analysis, and Retrieval) database, which provides open data access. You can scrape the filings from EDGAR directly, or use APIs in Amazon SageMaker with a few lines of code, for any period of time and for a large number of tickers (i.e.,

Finance 131

Finance Metrics Banking Engineering 131

AWS Machine Learning

SEPTEMBER 29, 2023

The analysis that inspired this post was originally written by Jennifer Reiber Kyle. Amazon SageMaker geospatial capabilities combined with Planet ’s satellite data can be used for crop segmentation, and there are numerous applications and potential benefits of this analysis to the fields of agriculture and sustainability.

Engineering 138

Engineering Metrics APIs Surveys 138

AWS Machine Learning

AUGUST 2, 2024

Investors and analysts closely watch key metrics like revenue growth, earnings per share, margins, cash flow, and projections to assess performance against peers and industry trends. Draft a comprehensive earnings call script that covers the key financial metrics, business highlights, and future outlook for the given quarter.

Engineering 135

Engineering Scripts Metrics APIs 135

AWS Machine Learning

JANUARY 10, 2023

It provides an integrated Jupyter authoring notebook instance for easy access to your data sources for exploration and analysis, so you don’t have to manage servers. From there, we dive into how you can track and understand the metrics and performance of the SageMaker endpoint utilizing Amazon CloudWatch metrics.

Best practices 99

Best practices Scripts APIs Metrics 99

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. execute-api.us-east-2.amazonaws.com/prod/invokecomprehendV1.

APIs 107

APIs Enterprise Engineering Accountability 107