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 73

Scripts APIs Engineering Best practices 73

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

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

JustCall

APRIL 3, 2024

Automation features and open API: An auto dialer offers open APIs so your developers can- – Build automation workflows for call logging, – Build workflows for notes logging – Help with reporting and analytics tasks (i.e., Open API for custom integrations and workflows. creating visualizations such as charts).

Sales 52

Sales CRM Scripts APIs 52

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. Solution overview.

Automotive 76

Automotive APIs Engineering Scripts 76

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 76

Engineering APIs Scripts Education 76

AWS Machine Learning

AUGUST 14, 2023

This blog post is co-written with Tuana Çelik from deepset. Enterprise search is a critical component of organizational efficiency through document digitization and knowledge management. The Haystack Indexing Pipeline includes the following high-level steps: Upload a document. Initialize DocumentStore and index documents.

Enterprise 70

Enterprise Scripts Best practices Analytics 70

VirtualPBX

NOVEMBER 10, 2020

In our case, we built connections to Zapier and the VirtualPBX API to automate the receipt of new text messages and provide an interface for sending individual replies to customers. Buttons, and Leveraging the VirtualPBX API. Airtable has good documentation and a decent community.”. This is pure JavaScript,” Baker said.

APIs 75

APIs Accountability Scripts Marketing 75

AWS Machine Learning

NOVEMBER 16, 2022

For the purposes of this blog we are leveraging the following accounts: Data science account – An account where data scientists have access to the training data and create the models. You can use Boto3 APIs as shown the following example, or you can use the AWS Management Console to create the model package.

Accountability 83

Accountability Best practices Scripts Engineering 83

AWS Machine Learning

NOVEMBER 16, 2022

The use case in this blog will specifically focus on SageMaker integration with Kubeflow on AWS that could be added to your existing Kubernetes workflows enabling you to build hybrid machine learning architectures. Automated deployment options have been improved and simplified using Kustomize scripts and Helm charts.

Metrics 68

Metrics Scripts Enterprise APIs 68

AWS Machine Learning

SEPTEMBER 14, 2023

This post takes you through the most common challenges that customers face when searching internal documents, and gives you concrete guidance on how AWS services can be used to create a generative AI conversational bot that makes internal information more useful. The cost associated with training models on recent data is high.

APIs 94

APIs Healthcare Scripts Engineering 94

AWS Machine Learning

JANUARY 26, 2024

Accelerate your security and AI/ML learning with best practices guidance, training, and certification AWS also curates recommendations from Best Practices for Security, Identity, & Compliance and AWS Security Documentation to help you identify ways to secure your training, development, testing, and operational environments.

Best practices 122

Best practices Government Engineering Accountability 122

SmartAction

MAY 23, 2019

This is the fifth of a five-part blog series that outlines the Five Best Practices for AI Self-Service Without Compromise. This blog will serve as a guide to all those disciplines and why they are required to deliver CX without compromise. This is why data and documentation in your contact center are so important.

Self service 40

Self service Virtual Agent Contact Center Engineering 40

AWS Machine Learning

NOVEMBER 20, 2023

Retrieval Augmented Generation (RAG) allows you to provide a large language model (LLM) with access to data from external knowledge sources such as repositories, databases, and APIs without the need to fine-tune it. When a user asks a question, it searches the vector database and retrieves documents that are most similar to the user’s query.

APIs 96

APIs Entertainment Accountability Customer Experience 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 65

Scripts Benchmark APIs Engineering 65

AWS Machine Learning

MAY 3, 2023

LLMs have limitations around the maximum word count for the input prompt, therefore choosing the right passages among thousands or millions of documents in the enterprise, has a direct impact on the LLM’s accuracy. The index returns search results with excerpts of relevant documents from the ingested enterprise data.

Enterprise 67

Enterprise APIs Chatbots Government 67

AWS Machine Learning

JANUARY 6, 2023

OpenSearch Service offers kNN search, which can enhance search in use cases such as product recommendations, fraud detection, and image, video, and some specific semantic scenarios like document and query similarity. Creates an API Gateway that adds an additional layer of security between the web app user interface and Lambda.

Entertainment 85

Entertainment APIs Scripts Analytics 85

AWS Machine Learning

SEPTEMBER 13, 2022

Amazon Comprehend is a fully managed and continuously trained natural language processing (NLP) service that can extract insight about content of a document or text. Often, the number of clusters in a corpus of documents is decided with the help of domain experts or by using some standard statistical analysis. Solution overview.

APIs 68

APIs Metrics Scripts Accountability 68

AWS Machine Learning

DECEMBER 16, 2022

You can learn more about Stability AI’s mission and partnership with AWS in the talk of Stability AI CEO at AWS re:Invent 2022 or in this blog post. In this blog post, we’ll first present our latest performance improvements in the SageMaker model parallel library. You can refer to this document for supported configurations.

Benchmark 70

Benchmark Engineering APIs Scripts 70

AWS Machine Learning

MARCH 14, 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 via a single API. The retrieved information provides useful context and ideas.

Best practices 104

Best practices Engineering Chatbots Enterprise 104

AWS Machine Learning

MARCH 13, 2024

. * The `if __name__ == "__main__"` block checks if the script is being run directly or imported. estimator.set_hyperparameters(chat_dataset="True", peft_type="lora", max_input_length="2048", epoch="3") estimator.fit({"training": }) Underlying the training scripts, JumpStart uses HuggingFace SFTTrainer with QLoRA and FlashAttention.

Benchmark 106

Benchmark Scripts APIs Feedback 106

AWS Machine Learning

JUNE 6, 2023

Run your DLC container with a model training script to fine-tune the RoBERTa model. After model training is complete, package the saved model, inference scripts, and a few metadata files into a tar file that SageMaker inference can use and upload the model package to an Amazon Simple Storage Service (Amazon S3) bucket.

Scripts 70

Scripts APIs Benchmark Management 70

AWS Machine Learning

JUNE 27, 2023

You can’t view model artifacts such as weight and scripts, but you can still deploy to SageMaker instances for inferencing. The notebook also proceeds to install the ai21 Python SDK, which is a wrapper around SageMaker APIs such as deploy and invoke endpoint. As you can see, the model generated a post from the given prompt.

Enterprise 67

Enterprise APIs Scripts Chatbots 67

Real Blue Sky

MAY 18, 2022

As we referenced in our last blog post, employee’s expectations have also shifted. Moreover, with AI-enabled natural language IVR, customers experience a more intuitive self-service outcome that can reference the organization’s existing FAQs and other documented solutions. It’s not just customer expectations that have evolved.

Interactive Voice Response 52

Interactive Voice Response Self service APIs Contact Center 52

AWS Machine Learning

APRIL 18, 2023

We make this possible in a few API calls in the JumpStart Industry SDK. Using the SageMaker API, we downloaded annual reports ( 10-K filings ; see How to Read a 10-K for more information) for a large number of companies. For further details regarding hyperparameters, refer to the official Hugging Face Trainer documentation.

Finance 67

Finance Scripts APIs Sales 67

JustCall

DECEMBER 23, 2022

In this blog, we will look at some of the most relevant alternatives to 8×8. per user per month Premium – Message, video, and phone features and an open API at $33.74 per user per month Ultimate – Message, video, and phone features and an open API at $44.99 per user per month. Microsoft Teams. Essentials : $22.99/user/month

voip 52

voip APIs CRM Enterprise 52

AWS Machine Learning

SEPTEMBER 9, 2022

This is a guest blog post cowritten with athenahealth. Example components of the standardized tooling include a data ingestion API, security scanning tools, the CI/CD pipeline built and maintained by another team within athenahealth, and a common serving platform built and maintained by the MLOps team.

Engineering 76

Engineering Healthcare APIs Scripts 76

AWS Machine Learning

APRIL 18, 2023

We make this possible in a few API calls in the JumpStart Industry SDK. Using the SageMaker API, we downloaded annual reports ( 10-K filings ; see How to Read a 10-K for more information) for a large number of companies. For further details regarding hyperparameters, refer to the official Hugging Face Trainer documentation.

Finance 52

Finance Scripts APIs Sales 52

JustCall

APRIL 12, 2023

If you’ve been using Gong and are looking for a Gong alternative, this blog is for you. Look for an alternative that offers APIs to integrate it with other tools you use. They include live agent assistance, script compliance alert, moment analysis, data migration support, and 24/7 live chat. Salesken SalesLoft Avoma Wingman 1.

Sales 52

Sales Coaching CRM Contact center software 52

AWS Machine Learning

MAY 2, 2023

In order to use these processors, data is referenced from host memory (for example, NumPy arrays) or GPU arrays (uDF, Numba, cuPY, or any library that supports the __cuda_array_interface__ ) API. The bash script create_prep_env.sh Furthermore, you can find the latest documentation on the FIL backend on GitHub. astype(str).tolist()

Scripts 65

Scripts Engineering Enterprise Construction 65

Pointillist

JULY 25, 2018

Pointillist can handle data in all forms, whether it is in tables, excel files, server logs, or 3rd party APIs. During onboarding, the data will remain on your Pointillist-hosted SFTP server until the customer success team has created and quality-checked the requisite ingestion script. This process typically takes 1-2 days.

Analytics 43

Analytics Metrics Government Journey mapping 43

AWS Machine Learning

MAY 26, 2023

Refer to the Triton Python backend documentation or Host ML models on Amazon SageMaker using Triton: Python backend for more details. Clean Up Follow the instruction in the clean up section of the notebook to delete the resource provisioned part of this blog to avoid unnecessary charges.

APIs 76

APIs Scripts Engineering Best practices 76