AWS Machine Learning

NOVEMBER 30, 2023

Multimodal models can understand and analyze data in multiple modalities such as text, image, video, and audio. Amazon Rekognition automatically recognizes tens of thousands of well-known personalities in images and videos using ML. Amazon Titan has recently added a new embedding model to its collection, Titan Multimodal Embeddings.

Scripts 130

Scripts APIs Entertainment Accountability 130

AWS Machine Learning

NOVEMBER 7, 2022

We explore two ways of obtaining the same result: via JumpStart’s graphical interface on Amazon SageMaker Studio , and programmatically through JumpStart APIs. If you want to jump straight into the JumpStart API code we go through in this post, you can refer to the following sample Jupyter notebook: Introduction to JumpStart – Text to Image.

APIs 115

APIs Scripts Enterprise Big data 115

AWS Machine Learning

NOVEMBER 7, 2022

We explore two ways of obtaining the same result: via JumpStart’s graphical interface on Amazon SageMaker Studio , and programmatically through JumpStart APIs. Review training videos and blogs – JumpStart also provides numerous blog posts and videos that teach you how to use different functionalities within SageMaker.

APIs 112

APIs Scripts Enterprise Big data 112

AWS Machine Learning

SEPTEMBER 23, 2024

Amazon Rekognition supports adding image and video analysis to your applications. To recap how the solution works Traffic intersection video footage is uploaded to your SageMaker environment from an external device. A Python function uses CV2 to split the video footage into image frames. See the following figure.

APIs 128

APIs Scripts Technology Accountability 128

Spearline

JULY 21, 2022

And testingRTC offers multiple ways to export these metrics, from direct collection from webhooks, to downloading results in CSV format using the REST API. It also shows an aggregation graph underneath showing information for both voice and video performance. You can check framerate information for video here too. Happy days!

Scripts 98

Scripts APIs Metrics Analytics 98

AWS Machine Learning

JANUARY 6, 2023

Have you ever inadvertently searched a content title that wasn’t available in a video streaming platform? This event frequently occurs in video streaming platforms that constantly purchase a variety of content from multiple vendors and production companies for a limited time. Background. That’s an out-of-catalog search experience!

Entertainment 104

Entertainment APIs Scripts Analytics 104

AWS Machine Learning

AUGUST 26, 2022

We explore two ways of obtaining the same result: via JumpStart’s graphical interface on Amazon SageMaker Studio , and programmatically through JumpStart APIs. Review training videos and blogs – JumpStart also provides numerous blog posts and videos that teach you how to use different functionalities within SageMaker.

APIs 96

APIs Scripts Enterprise Big data 96

AWS Machine Learning

SEPTEMBER 14, 2023

Amazon API Gateway hosts a REST API with various endpoints to handle user requests that are authenticated using Amazon Cognito. Finally, the response is sent back to the user via a HTTPs request through the Amazon API Gateway REST API integration response. The web application front-end is hosted on AWS Amplify.

APIs 130

APIs Healthcare Scripts Engineering 130

AWS Machine Learning

OCTOBER 24, 2024

Amazon Rekognition people pathing is a machine learning (ML)–based capability of Amazon Rekognition Video that users can use to understand where, when, and how each person is moving in a video. ByteTrack is an algorithm for tracking multiple moving objects in videos, such as people walking through a store. cvtColor(frame, cv2.COLOR_RGB2BGR)

Scripts 109

Scripts APIs Analytics Personalization 109

TechSee

APRIL 22, 2024

This real-time accessibility ensures that customers can receive assistance they immediately understand through images or video. They say that images (and videos) are worth a thousand words. Furthermore, TechSee’s technology can be integrated anywhere through APIs or SDKs. Already have a mobile app?

APIs 109

APIs Scripts Best practices Technology 109

TechSee

APRIL 22, 2024

This real-time accessibility ensures that customers can receive assistance they immediately understand through images or video. They say that images (and videos) are worth a thousand words. Furthermore, TechSee’s technology can be integrated anywhere through APIs or SDKs. Already have a mobile app?

APIs 109

APIs Scripts Best practices Technology 109

AWS Machine Learning

MARCH 23, 2023

Applications and services can call the deployed endpoint directly or through a deployed serverless Amazon API Gateway architecture. To learn more about real-time endpoint architectural best practices, refer to Creating a machine learning-powered REST API with Amazon API Gateway mapping templates and Amazon SageMaker.

Scripts 127

Scripts APIs Government Analytics 127

AWS Machine Learning

JUNE 28, 2023

Solution overview Amazon Rekognition and Amazon Comprehend are managed AI services that provide pre-trained and customizable ML models via an API interface, eliminating the need for machine learning (ML) expertise. Amazon Rekognition Content Moderation automates and streamlines image and video moderation.

APIs 114

APIs Advertising Engineering Construction 114

AWS Machine Learning

JANUARY 25, 2023

In this post, we provide an overview of how to deploy and run inference with the Stable Diffusion upscaler model in two ways: via JumpStart’s user interface (UI) in Amazon SageMaker Studio , and programmatically through JumpStart APIs available in the SageMaker Python SDK. After you configure the SageMaker hosting instance, choose Deploy.

Scripts 94

Scripts APIs Real estate Entertainment 94

AWS Machine Learning

JANUARY 12, 2023

Amazon API Gateway with AWS Lambda integration that converts the input text to the target language using the Amazon Translate SDK. The following steps set up API Gateway, Lambda, and Amazon Translate resources using the AWS CDK. Take note of the API key and the API endpoint created during the deployment. Prerequisites.

Customer Support 102

Customer Support APIs Scripts Enterprise 102

AWS Machine Learning

MAY 5, 2023

Amazon Kendra is an intelligent search service powered by ML, and Amazon Rekognition is an ML service that can identify objects, people, text, scenes, and activities from images or videos. The first aspect is performed by Amazon Rekognition, which can identify objects, people, text, scenes, and activities from images or videos.

Engineering 110

Engineering APIs Scripts Enterprise 110

AWS Machine Learning

NOVEMBER 1, 2024

Intelligent responses and a direct conduit to Druva’s documentation – Users can gain in-depth knowledge about product features and functionalities without manual searches or watching training videos. Dru on the backend decodes log data, deciphers error codes, and invokes API calls to troubleshoot. Generate and invoke private API calls.

APIs 118

APIs Scripts Engineering Government 118

AWS Machine Learning

APRIL 10, 2023

In this post, we present a comprehensive guide on deploying and running inference using the Stable Diffusion inpainting model in two methods: through JumpStart’s user interface (UI) in Amazon SageMaker Studio , and programmatically through JumpStart APIs available in the SageMaker Python SDK.

Scripts 97

Scripts APIs Construction Finance 97

AWS Machine Learning

MAY 19, 2023

The DescribeForMe web app invokes the backend AI services by sending the Amazon S3 object Key in the payload to Amazon API Gateway Amazon API Gateway instantiates an AWS Step Functions workflow. A pre-signed URL with the location of the audio file stored in Amazon S3 is sent back to the user’s browser through Amazon API Gateway.

APIs 105

APIs Scripts Best practices Engineering 105

AWS Machine Learning

JUNE 9, 2022

Recently, we also announced the launch of easy-to-use JumpStart APIs as an extension of the SageMaker Python SDK, allowing you to programmatically deploy and fine-tune a vast selection of JumpStart-supported pre-trained models on your own datasets. JumpStart overview. The dataset has been downloaded from TensorFlow. Walkthrough overview.

Scripts 88

Scripts APIs Enterprise Accountability 88

AWS Machine Learning

AUGUST 30, 2023

To solve this problem, we propose the use of generative AI, a type of AI that can create new content and ideas, including conversations, stories, images, videos, and music. In order to run inference through SageMaker API, make sure to pass the Predictor class. from sagemaker import image_uris # Retrieve the inference docker image URI.

Healthcare 138

Healthcare APIs Metrics Scripts 138

AWS Machine Learning

JULY 3, 2023

Hundreds of thousands of work hours are spent generating high-quality labels from images and videos for various CV use cases. However, it can be challenging, expensive, and time-consuming to label tens of thousands of miles of recorded video and LiDAR data for companies that are in the business of creating AV/ADAS systems.

Calibration 112

Calibration APIs Scripts Automotive 112

AWS Machine Learning

MAY 23, 2023

Generative AI is a type of AI that can create new content and ideas, including conversations, stories, images, videos, and music. The web application interacts with the models via Amazon API Gateway and AWS Lambda functions as shown in the following diagram. This simplifies the client application code that consumes the models.

APIs 118

APIs Accountability Construction Management 118

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 133

Analytics APIs Engineering Construction 133

AWS Machine Learning

MAY 17, 2023

Solution overview The Meeting Notes Generator Solution creates an automated serverless pipeline using AWS Lambda for transcribing and summarizing audio and video recordings of meetings. The events trigger Lambda functions to make API calls to Amazon Transcribe and invoke the real-time endpoint hosting the Flan T5 XL model.

APIs 97

APIs Scripts Engineering Management 97

AWS Machine Learning

JUNE 12, 2024

This solution uses an Amazon Cognito user pool as an OAuth-compatible identity provider (IdP), which is required in order to exchange a token with AWS IAM Identity Center and later on interact with the Amazon Q Business APIs. Amazon Q uses the chat_sync API to carry out the conversation. You can also find the script on the GitHub repo.

APIs 138

APIs Enterprise Accountability Feedback 138

AWS Machine Learning

FEBRUARY 20, 2023

In this post, we provide an overview of how to fine-tune the Stable Diffusion model in two ways: programmatically through JumpStart APIs available in the SageMaker Python SDK , and JumpStart’s user interface (UI) in Amazon SageMaker Studio. Fine-tuning large models like Stable Diffusion usually requires you to provide training scripts.

Scripts 103

Scripts APIs Entertainment Construction 103

AWS Machine Learning

SEPTEMBER 13, 2024

Although early large language models (LLMs) were limited to processing text inputs, the rapid evolution of these AI systems has enabled LLMs to expand their capabilities to handle a wide range of media types, including images, video, and audio, ushering in the era of multimodal models. script takes approximately 30 minutes to run.

APIs 97

APIs Engineering Chatbots Scripts 97

AWS Machine Learning

NOVEMBER 17, 2022

In this post, we provide an overview of how to deploy and run inference with the AlexaTM 20B model programmatically through JumpStart APIs, available in the SageMaker Python SDK. To use a large language model in SageMaker, you need an inferencing script specific for the model, which includes steps like model loading, parallelization and more.

Scripts 105

Scripts APIs Government Engineering 105

AWS Machine Learning

MAY 16, 2023

As a JumpStart model hub customer, you get improved performance without having to maintain the model script outside of the SageMaker SDK. The inference script is prepacked with the model artifact. A short demo to showcase the JumpStartOpenChatKitShell is shown in the following video. The deploy method may take a few minutes.

Chatbots 98

Chatbots Scripts APIs Feedback 98

AWS Machine Learning

MAY 4, 2023

You can use ml.inf2 and ml.trn1 instances to run your ML applications on SageMaker for text summarization, code generation, video and image generation, speech recognition, personalization, fraud detection, and more. xlarge" ) Refer to Developer Flows for more details on typical development flows of Inf2 on SageMaker with sample scripts.

APIs 102

APIs Scripts Engineering Chatbots 102

AWS Machine Learning

AUGUST 11, 2023

The JumpStart APIs allow you to programmatically deploy and fine-tune a vast selection of pre-trained models on your own datasets. In the following video, we show a walkthrough of the steps in this section. This includes all dependencies and scripts for model loading, inference handling, and more.

Scripts 95

Scripts Finance Construction APIs 95

AWS Machine Learning

JULY 29, 2022

The processing job queries the data via Athena and uses a script to split the data into training, testing, and validation datasets. Although the SageMaker Training API doesn’t include a parameter to configure an Athena data source, you can query data via Athena in the training script itself.

Scripts 98

Scripts Analytics Accountability Engineering 98

AWS Machine Learning

JANUARY 30, 2024

However, real-world data exists in multiple modalities, such as text, images, video, and audio. script with llava_inference.py , and create a model.tar.gz script has additional code to allow reading an image file from Amazon S3 and running inference on it. Take a PowerPoint slide deck, for example. file for this model.

Scripts 133

Scripts Enterprise Analytics APIs 133

AWS Machine Learning

SEPTEMBER 14, 2023

Today, generative AI models cover a variety of tasks from text summarization, Q&A, and image and video generation. Fine tune Falcon-7B on AWS services FAQs Now you can prepare the training script and define the training function train_fn and put @remote decorator on the function.

Accountability 133

Accountability APIs Scripts Engineering 133

AWS Machine Learning

JULY 6, 2022

Imagine a surgeon taking video calls with patients across the globe without the need of a human translator. Amazon Translate: State-of-the-art, fully managed translation API. Amazon Polly: Fully managed text-to-speech API. What happens to your business when you’re no longer bound by language? Overview of solution. Conclusion.

APIs 93

APIs Scripts Engineering Management 93

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 103

Best practices APIs Metrics Accountability 103