AWS Machine Learning

FEBRUARY 25, 2025

This blog post is co-written with Gene Arnold from Alation. We recommend running similar scripts only on your own data sources after consulting with the team who manages them, or be sure to follow the terms of service for the sources that youre trying to fetch data from. First, you would need build connectors to the data sources.

Enterprise 105

Enterprise Engineering APIs Accountability 105

AWS Machine Learning

MAY 31, 2024

In this blog post and open source project , we show you how you can pre-train a genomics language model, HyenaDNA , using your genomic data in the AWS Cloud. Solution overview In this blog post we address pre-training a genomic language model on an assembled genome. Then we deploy that model as a SageMaker real-time inference endpoint.

Biotechnology 117

Biotechnology Scripts Healthcare APIs 117

Whitepages Pro

APRIL 4, 2019

Our latest product innovation, Transaction Risk API , was officially launched a couple of weeks ago at Merchant Risk Council (MRC) 2019. In this three part blog series we will cover why we built it, how we built it, and what value it brings to the market. Introducing our Transaction Risk API. The new era or “Fraud 3.0”

APIs 45

APIs Scripts Marketing Customer Experience 45

AWS Machine Learning

FEBRUARY 5, 2025

In this blog post, we explore a real-world scenario where a fictional retail store, AnyCompany Pet Supplies, leverages LLMs to enhance their customer experience. Lets delve into a basic Colang script to see how it works: define user express greeting "hello" "hi" "what's up?" model API exposed by SageMaker JumpStart properly.

Chatbots 112

Chatbots Construction Best practices Government 112

Nexmo

OCTOBER 7, 2020

Vonage API Account. To complete this tutorial, you will need a Vonage API account. Once you have an account, you can find your API Key and API Secret at the top of the Vonage API Dashboard. Web Component polyfill --> <script src="[link]. <!-- This tutorial also uses a virtual phone number.

APIs 118

APIs Scripts Accountability 118

Nexmo

AUGUST 14, 2019

And thus I thought it’d be fun to design and build something with Nexmo’s Voice and SMS APIs to do just that. Replace the API Key, API Secret, App ID, and your Nexmo Number. The post How to Create an Interactive Scavenger Hunt with Nexmo’s SMS and Voice API appeared first on Nexmo Developer Blog.

APIs 63

APIs Scripts Accountability 63

AWS Machine Learning

DECEMBER 29, 2022

Users can also interact with data with ODBC, JDBC, or the Amazon Redshift Data API. In this blog post, we will show you how to use both of these services together to efficiently perform analysis on massive data sets in the cloud while addressing the challenges mentioned above. Solution overview.

APIs 139

APIs Engineering Analytics Scripts 139

AWS Machine Learning

JULY 2, 2024

In this blog post, we show how we optimized torch.compile performance on AWS Graviton3-based EC2 instances, how to use the optimizations to improve inference performance, and the resulting speedups. We benchmarked 45 models using the scripts from the TorchBench repo. Save the following script as google_t5_small_text_translation.py.

Benchmark 122

Benchmark Scripts Metrics APIs 122

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 109

APIs Scripts Enterprise Big data 109

Enghouse Interactive

OCTOBER 21, 2020

AI Makes It Possible (Blog Series). Blog #4 of 4 The MORE you know. Key Learnings from Kate Leggett and Steve Nattress. The more YOU KNOW. . How AI-Enabled Super-Agents Improve CX. Treat Automation like a member of your staff with assigned KPIs, reviews and ongoing re-training.

Self service 79

Self service Contact Center Benchmark Chatbots 79

AWS Machine Learning

APRIL 12, 2023

This is a guest blog post co-written with Hussain Jagirdar from Games24x7. The code to invoke the pipeline script is available in the Studio notebooks, and we can change the hyperparameters and input/output when invoking the pipeline. This helps in validating if our custom scripts will run on SageMaker instances.

Scripts 109

Scripts APIs Metrics Best practices 109

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 110

APIs Scripts Enterprise Big data 110

AWS Machine Learning

OCTOBER 24, 2024

The retrieve_and_generate API does both the retrieval and a call to an FM (Amazon Titan or Anthropic’s Claude family of models on Amazon Bedrock ), for a fully managed solution. An additional FM call, potentially with another model, can be used to assess the response instead of using the more rigid approach of the Python script.

Chatbots 94

Chatbots Metrics Scripts APIs 94

Zingtree

APRIL 14, 2015

We’re proud to announce that we’ve “officially” launched our Agent Scripting for call centers. Also, we’d love to get in touch if you write a blog or enjoy writing about customer service, call center technology, or awesome new companies in our industry. And you know what that means? Press release time !

Scripts 48

Scripts Call Center APIs Analytics 48

AWS Machine Learning

JUNE 19, 2024

The Slack application sends the event to Amazon API Gateway , which is used in the event subscription. API Gateway forwards the event to an AWS Lambda function. We will cover this in a later blog post. In the following sections, we guide you through the process of setting up a Slack integration for Amazon Bedrock.

APIs 107

APIs Engineering Accountability Big data 107

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. We demonstrate the use of Neuron Top at the end of this blog. Clone the Github repository The GitHub repo provides all the scripts necessary to deploy models using FastAPI on NeuronCores on AWS Inferentia instances.

Scripts 98

Scripts APIs Best practices Engineering 98

AWS Machine Learning

NOVEMBER 14, 2022

You need to complete three steps to deploy your model: Create a SageMaker model: This will contain, among other parameters, the information about the model file location, the container that will be used for the deployment, and the location of the inference script. (If The inference script URI is needed in the INFERENCE_SCRIPT_S3_LOCATION.

Scripts 98

Scripts APIs Best practices Engineering 98

AWS Machine Learning

SEPTEMBER 11, 2023

You must also associate a security group for your VPC with these endpoints to allow all inbound traffic from port 443: SageMaker API: com.amazonaws.region.sagemaker.api. This is required to communicate with the SageMaker API. Solution walkthrough In this blog post, we demonstrate how to deploy the Terraform solution.

Scripts 124

Scripts APIs Management Best practices 124

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.

Scripts 98

Scripts APIs Real estate Entertainment 98

VirtualPBX

NOVEMBER 5, 2020

We talk about Zapier a lot on our blog because it makes automation of business tasks so simple; you can even use it for free with the most basic plan. Using The VirtualPBX API to Assist. You can also manage your hooks outside of the VirtualPBX web interface by taking advantage of our API. Combining SMS, Webhooks, and Zapier.

Marketing 98

Marketing APIs voip Scripts 98

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 98

APIs Scripts Enterprise Big data 98

AWS Machine Learning

JANUARY 5, 2024

Continuous integration and continuous delivery (CI/CD) pipeline – Using the customer’s GitHub repository enabled code versioning and automated scripts to launch pipeline deployment whenever new versions of the code are committed. Wipro has used the input filter and join functionality of SageMaker batch transformation API.

Management 134

Management APIs Engineering Government 134

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 101

Customer Support APIs Scripts Enterprise 101

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. Flip the script With testingRTC, you only need to write scripts once, you can then run them multiple times and scale them up or down as you see fit. Happy days!

Scripts 98

Scripts APIs Metrics Analytics 98

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 124

APIs Healthcare Scripts Engineering 124

AWS Machine Learning

JULY 11, 2024

Steps to fine tune embedding models on Amazon SageMaker In the following sections, we use a SageMaker JupyterLab to walk through the steps of data preparation, creating a training script, training the model, and deploying it as a SageMaker endpoint. Python script that serves as the entry point. expand(token_embeddings.size()).float()

Scripts 132

Scripts Accountability APIs Engineering 132

AWS Machine Learning

MAY 5, 2023

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. A Python script is used to aid in the process of uploading the datasets and generating the manifest file. then((response) => { resolve(Buffer.from(response.data, "binary").toString("base64"));

Engineering 104

Engineering APIs Scripts Enterprise 104

AWS Machine Learning

JANUARY 6, 2023

Creates an API Gateway that adds an additional layer of security between the web app user interface and Lambda. Wait until the script provisions all the required resources and finishes running. Copy the API Gateway URL that the AWS CDK script prints out and save it. (We The S3 path to the movie node file.

Entertainment 101

Entertainment APIs Scripts Analytics 101

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 96

Scripts APIs Enterprise Accountability 96

AWS Machine Learning

OCTOBER 31, 2022

In this blog post, we’ll first take a closer look at the key differentiators of sharded data parallelism and when to use it. To get started, follow Modify a PyTorch Training Script to adapt SMPs’ APIs in your training script. The notebook uses the script data_prep_512.py return loss. Prepare the dataset.

Scripts 94

Scripts Benchmark APIs Engineering 94

AWS Machine Learning

APRIL 19, 2023

Our data scientists train the model in Python using tools like PyTorch and save the model as PyTorch scripts. Ideally, we instead want to load the model PyTorch scripts, extract the features from model input, and run model inference entirely in Java. However, a few issues came with this solution.

Engineering 98

Engineering APIs Scripts Education 98

AWS Machine Learning

MAY 19, 2023

In this blog post we walk you through the Solution Architecture behind “Describe For Me”, and the design considerations of our solution. 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.

APIs 101

APIs Scripts Best practices Engineering 101

AWS Machine Learning

JUNE 27, 2023

This blog post is co-written with Marat Adayev and Dmitrii Evstiukhin from Provectus. The ML components for data ingestion, preprocessing, and model training were available as disjointed Python scripts and notebooks, which required a lot of manual heavy lifting on the part of engineers.

Engineering 116

Engineering APIs Scripts Entertainment 116

AWS Machine Learning

MAY 25, 2023

We implement the RAG functionality inside an AWS Lambda function with Amazon API Gateway to handle routing all requests to the Lambda. We implement a chatbot application in Streamlit which invokes the function via the API Gateway and the function does a similarity search in the OpenSearch Service index for the embeddings of user question.

APIs 98

APIs Enterprise Accountability Chatbots 98

AWS Machine Learning

DECEMBER 19, 2022

This blog post demonstrates how to perform ML inference using an object detection model from the PyTorch Model Zoo within SageMaker. Setting up these ML models as a SageMaker endpoint or SageMaker Batch Transform job for online or offline inference is easy with the steps outlined in this blog post. Solution overview. Step 1: Setup.

Automotive 98

Automotive APIs Engineering Scripts 98

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 101

Scripts APIs Entertainment Construction 101

Nexmo

MAY 1, 2020

A Vonage APIs (formerly Nexmo) account. Express web service, using the Vonage Voice API to answer the call and return a Nexmo Call Control Object (NCCO) telling the API to use text-to-speech to speak a phrase and then wait for user input via the phone keypad. Vonage APIs Setup. An ngrok account. A Heroku account.

APIs 77

APIs Interactive Voice Response Accountability Scripts 77