AWS Machine Learning

FEBRUARY 29, 2024

The Retrieve and RetrieveAndGenerate APIs allow your applications to directly query the index using a unified and standard syntax without having to learn separate APIs for each different vector database, reducing the need to write custom index queries against your vector store.

APIs 116

APIs Healthcare Scripts Enterprise 116

AWS Machine Learning

NOVEMBER 26, 2023

Gartner predicts that “by 2026, more than 80% of enterprises will have used generative AI APIs or models, or deployed generative AI-enabled applications in production environments, up from less than 5% in 2023.” However, scripting appealing subject lines can often be tedious and time-consuming.

Personalization 105

Personalization Customer Experience APIs Entertainment 105

AWS Machine Learning

APRIL 29, 2024

To further amplify the efficiency of our CPT process, we collaborated with the Trainium team, using their cutting-edge technology to enhance a Llama 2 [4] model using a PubMed dataset [2] comprising 88 billion tokens. Now you can launch a training job to submit a model training script as a slurm job. Shamane Siri Ph.D.

APIs 103

APIs Healthcare Scripts Enterprise 103

AWS Machine Learning

JUNE 15, 2022

Let’s take the example of a repository of AWS documents of types User_Guides , Reference_Guides and Release_Notes , regarding compute, storage, and database technologies. Here we know the number of search results in each of the technologies, as well as each of the document types. Prerequisites. Access to AWS CloudShell.

APIs 71

APIs Scripts Technology Engineering 71

AWS Machine Learning

JULY 24, 2023

If the model changes on the server side, the client has to know and change its API call to the new endpoint accordingly. Clone the Github repository The GitHub repo provides all the scripts necessary to deploy models using FastAPI on NeuronCores on AWS Inferentia instances. code as the entry point. compiled-model-bs-{batch_size}.pt')

Scripts 73

Scripts APIs Engineering Best practices 73

AWS Machine Learning

MARCH 23, 2023

Leidos is a FORTUNE 500 science and technology solutions leader working to address some of the world’s toughest challenges in the defense, intelligence, homeland security, civil, and healthcare markets. Applications and services can call the deployed endpoint directly or through a deployed serverless Amazon API Gateway architecture.

Scripts 97

Scripts APIs Government Analytics 97

AWS Machine Learning

AUGUST 4, 2023

When a version of the model in the Amazon SageMaker Model Registry is approved, the endpoint is exposed as an API with Amazon API Gateway using a custom Salesforce JSON Web Token (JWT) authorizer. frameworks to restrict client access to your APIs. For API Name , leave as default (it’s automatically populated).

APIs 78

APIs Scripts Management Accountability 78

AWS Machine Learning

OCTOBER 2, 2023

For this we use AWS Step Functions , a serverless workflow service that provides us with API integrations to quickly orchestrate and visualize the steps in our workflow. Use the scripts created in step one as part of the processing and training steps. We started by creating command line scripts from the experiment code.

Scripts 95

Scripts Construction Engineering APIs 95

AWS Machine Learning

NOVEMBER 21, 2023

REGION.amazonaws.com/sagemaker-matlab-training-r2023a:latest Open MATLAB and open the live script called PumpFaultClassificationMATLABSageMaker.mlx in folder examples/PumpFaultClassification. The training function should be provided at the bottom of the MATLAB live script. amazonaws.com docker push ACCOUNT.dkr.ecr.

Engineering 89

Engineering APIs Scripts Automotive 89

AWS Machine Learning

OCTOBER 25, 2022

Model weights are available via scripts in the GitHub repository , and the MSAs are hosted by the Registry of Open Data on AWS (RODA). We use aws-do-eks , an open-source project that provides a large collection of easy-to-use and configurable scripts and tools to enable you to provision EKS clusters and run your inference.

APIs 76

APIs Scripts Banking Engineering 76

AWS Machine Learning

MAY 19, 2023

At the 2022 AWS re:Invent conference in Las Vegas, we demonstrated “Describe for Me” at the AWS Builders’ Fair, a website which helps the visually impaired understand images through image caption, facial recognition, and text-to-speech, a technology we refer to as “Image to Speech.”

APIs 89

APIs Scripts Engineering Best practices 89

AWS Machine Learning

JULY 5, 2022

Data Wrangler is a capability of Amazon SageMaker that makes it faster for data scientists and engineers to prepare data for machine learning (ML) applications via a visual interface. LCC scripts are triggered by Studio lifecycle events, such as starting a new Studio notebook. Apply the script (see below). Solution overview.

Scripts 80

Scripts Engineering APIs Consulting 80

AWS Machine Learning

MAY 23, 2023

The seeds of a machine learning (ML) paradigm shift have existed for decades, but with the ready availability of virtually infinite compute capacity, a massive proliferation of data, and the rapid advancement of ML technologies, customers across industries are rapidly adopting and using ML technologies to transform their businesses.

APIs 93

APIs Accountability Construction Management 93

AWS Machine Learning

OCTOBER 4, 2022

Developers usually test their processing and training scripts locally, but the pipelines themselves are typically tested in the cloud. From a very high level, the ML lifecycle consists of many different parts, but the building of an ML model usually consists of the following general steps: Data cleansing and preparation (feature engineering).

Scripts 72

Scripts Engineering Management APIs 72

AWS Machine Learning

JANUARY 26, 2024

The goal of this post is to empower AI and machine learning (ML) engineers, data scientists, solutions architects, security teams, and other stakeholders to have a common mental model and framework to apply security best practices, allowing AI/ML teams to move fast without trading off security for speed.

Best practices 125

Best practices Government Engineering Accountability 125

AWS Machine Learning

MAY 17, 2023

The events trigger Lambda functions to make API calls to Amazon Transcribe and invoke the real-time endpoint hosting the Flan T5 XL model. Once created, the endpoint can be invoked with the InvokeEndpoint API. The solution can be deployed with other FMs available on JumpStart. Download the generated text file to view the transcription.

APIs 70

APIs Scripts Engineering Management 70

AWS Machine Learning

MARCH 21, 2023

Therefore, organizations have adopted technology best practices, including microservice architecture, MLOps, DevOps, and more, to improve delivery time, reduce defects, and increase employee productivity. This post introduces a best practice for managing custom code within your Amazon SageMaker Data Wrangler workflow.

Scripts 62

Scripts Banking APIs Best practices 62

AWS Machine Learning

AUGUST 30, 2023

In order to run inference through SageMaker API, make sure to pass the Predictor class. pre_trained_model = Model( image_uri=deploy_image_uri, model_data=pre_trained_model_uri, role=aws_role, predictor_cls=Predictor, name=pre_trained_name, env=large_model_env, ) # Deploy the pre-trained model.

Healthcare 114

Healthcare APIs Scripts Metrics 114

AWS Machine Learning

SEPTEMBER 1, 2023

ML operationalization summary As defined in the post MLOps foundation roadmap for enterprises with Amazon SageMaker , ML and operations (MLOps) is the combination of people, processes, and technology to productionize machine learning (ML) solutions efficiently. One of these new notions is the foundation model (FM).

Engineering 106

Engineering Accountability Construction APIs 106

AWS Machine Learning

MARCH 20, 2023

Overview of the technology EC2 C6i instances are powered by third-generation Intel Xeon Scalable processors (also called Ice Lake) with an all-core turbo frequency of 3.5 Use the supplied Python scripts for quantization. Run the provided Python test scripts to invoke the SageMaker endpoint for both INT8 and FP32 versions.

Calibration 78

Calibration Scripts Benchmark APIs 78

AWS Machine Learning

AUGUST 3, 2023

Finally, we show how you can integrate this car pose detection solution into your existing web application using services like Amazon API Gateway and AWS Amplify. For each option, we host an AWS Lambda function behind an API Gateway that is exposed to our mock application. iterdir(): if p_file.suffix == ".pth":

APIs 63

APIs Scripts Engineering Technical Support 63

aircall

JUNE 11, 2021

Environment — surroundings, technology, and other outside influences. Voice communication has evolved from telegraph technology to cloud technology with a lot of experiments, patents, and mergers along the way. 1877 — Telephone exchanges using analog and PBX technology were invented, enabling long-distance calling capabilities.

voip 62

voip APIs Call Center Telecommunications 62

AWS Machine Learning

SEPTEMBER 9, 2022

Amp wanted a scalable data and analytics platform to enable easy access to data and perform machine leaning (ML) experiments for live audio transcription, content moderation, feature engineering, and a personal show recommendation service, and to inspect or measure business KPIs and metrics. This post is the first in a two-part series.

Analytics 69

Analytics Engineering APIs Metrics 69

AWS Machine Learning

AUGUST 14, 2023

Prompt engineering for zero-shot and few-shot NLP tasks on BLOOM models Prompt engineering deals with creating high-quality prompts to guide the model towards the desired responses. Prompt engineering can greatly improve the performance of zero-shot and few-shot learning models. Question: When was NLP Cloud founded?

Engineering 71

Engineering APIs Chatbots Scripts 71

AWS Machine Learning

NOVEMBER 16, 2022

Workload accounts – These are commonly QA and prod environments where software engineers are able to build applications to consume the ML model. You can use Boto3 APIs as shown the following example, or you can use the AWS Management Console to create the model package. Sreedevi Srinivasan is an engineering leader in AWS SageMaker.

Accountability 82

Accountability Best practices Scripts Engineering 82

AWS Machine Learning

NOVEMBER 16, 2022

Automated deployment options have been improved and simplified using Kustomize scripts and Helm charts. This script automates creation of the following AWS resources: VPCs and EKS clusters. Kartik Kalamadi is a Software Development Engineer at Amazon AI. Rahul Kharse is a Software Development Engineer at Amazon Web Services.

Metrics 67

Metrics Scripts Enterprise APIs 67

AWS Machine Learning

JUNE 10, 2022

A wide body of research highlights the importance of assistive technologies for the inclusion of people with disabilities in society. Generally speaking, the SDK for JavaScript provides access to AWS services in either browser scripts or Node.js; for this sample project, the SDK is used in browser scripts. About the Author.

Scripts 75

Scripts APIs Accountability Engineering 75

Call Journey

OCTOBER 20, 2018

The trend of integrating voice-based technology into voice of the customer programs will only strengthen in the upcoming quarters. This trend is further spurred by the API economy and a rise of marketplaces such as AppFoundry, offering specialized, highly sophisticated, yet light solutions. Agent Script Adherence.

Scripts 45

Scripts Customer emotions industry standards Engineering 45

AWS Machine Learning

AUGUST 1, 2023

Furthermore, proprietary models typically come with user-friendly APIs and SDKs, streamlining the integration process with your existing systems and applications. It offers an easy-to-use API and Python SDK, balancing quality and affordability. No ML engineering experience required. It’s as easy as that!

Healthcare 74

Healthcare APIs Scripts Engineering 74

AWS Machine Learning

MARCH 15, 2023

The best practice for migration is to refactor these legacy codes using the Amazon SageMaker API or the SageMaker Python SDK. We demonstrate how two different personas, a data scientist and an MLOps engineer, can collaborate to lift and shift hundreds of legacy models. SageMaker runs the legacy script inside a processing container.

Scripts 123

Scripts APIs Engineering Construction 123

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 70

APIs Accountability Scripts Enterprise 70

OctopusTech

AUGUST 18, 2023

Website development is creating a site using various tools and technologies, including HTML, CSS, JavaScript, and other programming languages. Back-end developers work with libraries, data architecture, APIs, code that interacts with databases, and more because they are interested in how a website operates.

Construction 62

Construction Engineering APIs Enterprise 62

AWS Machine Learning

APRIL 29, 2024

This often means the method of using a third-party LLM API won’t do for security, control, and scale reasons. It provides an approachable, robust Python API for the full infrastructure stack of ML/AI, from data and compute to workflows and observability. The following figure illustrates this workflow.

APIs 101

APIs Engineering Scripts Management 101

ChurnZero

MARCH 7, 2019

Job Opening: Sales Engineer. Our fast-growing startup is looking for a skilled, self-motivated problem solver to join our team as a Sales Engineer. As a Sales Engineer , you are the technical expert during the sales process. Create and update product demonstration scripts. Must-have skills and experience.

Engineering 8

Engineering Sales SaaS APIs 8

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. With an academic background in computer science and engineering, he started developing his AI/ML passion at university.

Benchmark 67

Benchmark APIs Metrics Scripts 67

AWS Machine Learning

FEBRUARY 19, 2024

This innovative technology makes producing custom images in large volume for any industry more accessible and efficient. An asynchronous API and Amazon OpenSearch Service connector make it easy to integrate the model into your neural search applications. For Python scripts, you can use the AWS SDK for Python (Boto3).

Scripts 102

Scripts APIs Entertainment Engineering 102

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 97

APIs Healthcare Scripts Engineering 97