AWS Machine Learning

APRIL 9, 2024

In this post, we discuss two new features of Knowledge Bases for Amazon Bedrock specific to the RetrieveAndGenerate API: configuring the maximum number of results and creating custom prompts with a knowledge base prompt template. We used Amazon 10K document for 2023 as the source data for creating the knowledge base.

APIs 134

APIs Engineering Healthcare Education 134

AWS Machine Learning

SEPTEMBER 28, 2023

That is why on April 13, 2023, we announced Amazon Bedrock , the easiest way to build and scale generative AI applications with foundation models. Agents for Bedrock are a game changer, allowing LLMs to complete complex tasks based on your own data and APIs, privately, securely, with setup in minutes (no training or fine tuning required).

APIs 139

APIs Enterprise Best practices Government 139

AWS Machine Learning

MARCH 27, 2025

Refer to Getting started with the API to set up your environment to make Amazon Bedrock requests through the AWS API. Test the code using the native inference API for Anthropics Claude The following code uses the native inference API to send a text message to Anthropics Claude. client = boto3.client("bedrock-runtime",

Education 110

Education Engineering APIs Enterprise 110

AWS Machine Learning

MARCH 18, 2025

The produced query should be functional, efficient, and adhere to best practices in SQL query optimization. Can you provide me the sales at country level for 2023 ?") st.write("- **Good Input :** Write an query to extract sales at country level for orders placed in 2023 ") st.write("- Every input is processed as tokens.

Enterprise 108

Enterprise Chatbots Engineering Metrics 108

AWS Machine Learning

JULY 10, 2024

AI Service Cards are a form of responsible AI documentation that provide customers with a single place to find information on the intended use cases and limitations, responsible AI design choices, and deployment and performance optimization best practices for our AI services and models.

Government 135

Government Education Best practices Benchmark 135

CSM Magazine

NOVEMBER 4, 2024

from 2023 to 2030. Technological Complexities Translation integration and access might be hampered by disparate systems, changing APIs, coding errors, content control restrictions, inconsistent workflows, and reporting. The global language services market size was valued at USD 71.77 Continuous IT cooperation is vital.

Customer Experience 52

Customer Experience Advertising APIs Marketing 52

Momentum Telecom

JANUARY 31, 2025

In May 2023, Samsung opted for a company-wide ban on third-party generative AI tools. In addition to these controls, you should limit the use of AI bots to employees who have undergone training on best practices and responsible use. Put strong data governance measures in place Who has access to your data? How can they access it?

Government 59

Government Education Enterprise APIs 59

AWS Machine Learning

APRIL 22, 2024

It provides examples of use cases and best practices for using generative AI’s potential to accelerate sustainability and ESG initiatives, as well as insights into the main operational challenges of generative AI for sustainability. Throughout this lifecycle, implementing AWS Well-Architected Framework best practices is recommended.

Best practices 139

Best practices Benchmark Transportation Engineering 139

AWS Machine Learning

SEPTEMBER 18, 2024

Context In early 2023, Zeta’s machine learning (ML) teams shifted from traditional vertical teams to a more dynamic horizontal structure, introducing the concept of pods comprising diverse skill sets. From our experience, artifact server has some limitations, such as limits on artifact size (because of sending it using REST API).

APIs 120

APIs Engineering Analytics Marketing 120

JivoChat

JANUARY 17, 2023

The course 100 Days of Code: The Complete Python Pro Bootcamp for 2023 has the purpose to help you master the Python programming language. You will learn not only theory but also put it into practice. . The Complete Web Developer in 2023. RESTful API Design. Frameworks and APIs. 100 Days of Code. Bootstrap 4.

APIs 75

APIs Best practices Scripts Marketing 75

AWS Machine Learning

APRIL 19, 2024

In this post, we use an OSI pipeline API to deliver data to the OpenSearch Serverless vector store. In this series, we use the slide deck Train and deploy Stable Diffusion using AWS Trainium & AWS Inferentia from the AWS Summit in Toronto, June 2023 to demonstrate the solution.

APIs 124

APIs Enterprise Healthcare Accountability 124

AWS Machine Learning

AUGUST 21, 2024

We also explore best practices for optimizing your batch inference workflows on Amazon Bedrock, helping you maximize the value of your data across different use cases and industries. Batch job submission – Initiate and manage batch inference jobs through the Amazon Bedrock console or API.

Call Center 114

Call Center APIs Engineering Accountability 114

AWS Machine Learning

JULY 11, 2024

To enable secure and scalable model customization, Amazon Web Services (AWS) announced support for customizing models in Amazon Bedrock at AWS re:Invent 2023. After the custom model is created, the workflow invokes the Amazon Bedrock CreateProvisionedModelThroughput API to create a provisioned throughput with no commitment.

APIs 128

APIs Accountability Enterprise Best practices 128

AWS Machine Learning

NOVEMBER 24, 2023

To limit the cost associated with the workspace instances, as a best practice, you must log out, do not close the browser tab. All that is needed to do is change the line of code calling the DeleteApp API into CreateApp , as well as updating the cron expression to reflect the desired app creation time.

APIs 122

APIs Metrics Engineering Scripts 122

AWS Machine Learning

MAY 7, 2024

As a starting point, you can refer to the model documentation which typically includes recommendations and best practices for prompting the model, and examples provided in SageMaker JumpStart. To deploy a model from SageMaker JumpStart, you can use either APIs, as demonstrated in this post, or use the SageMaker Studio UI.

Engineering 122

Engineering Chatbots Technical Support Best practices 122

AWS Machine Learning

SEPTEMBER 13, 2024

The solution uses the following AWS services: Amazon Athena Amazon Bedrock AWS Billing and Cost Management for cost and usage reports Amazon Simple Storage Service (Amazon S3) The compute service of your choice on AWS to call Amazon Bedrock APIs. An AWS compute environment created to host the code and call the Amazon Bedrock APIs.

APIs 101

APIs Chatbots Best practices Management 101

AWS Machine Learning

AUGUST 26, 2024

From the period of September 2023 to March 2024, sellers leveraging GenAI Account Summaries saw a 4.9% Solution impact Since its inception in 2023, more than 100,000 GenAI Account Summaries have been generated, and AWS sellers report an average of 35 minutes saved per GenAI Account Summary. increase in value of opportunities created.

Sales 127

Sales Accountability Feedback Metrics 127

AWS Machine Learning

FEBRUARY 6, 2024

According to Gartner Magic Quadrant 2023, ServiceNow is one of the leading IT Service Management (ITSM) providers on the market. The workflow includes the following steps: A QnABot administrator can configure the questions using the Content Designer UI delivered by Amazon API Gateway and Amazon Simple Storage Service (Amazon S3).

Chatbots 133

Chatbots APIs Self service Banking 133

AWS Machine Learning

DECEMBER 14, 2023

The evolution continued in April 2023 with the introduction of Amazon Bedrock , a fully managed service offering access to cutting-edge foundation models, including Stable Diffusion, through a convenient API. These models are easily accessible through straightforward API calls, allowing you to harness their power effortlessly.

Entertainment 120

Entertainment Construction Advertising APIs 120

AWS Machine Learning

JUNE 6, 2023

This table name can be found by referencing the table_name field after instantiating the athena_query from the FeatureGroup API: SELECT * FROM "sagemaker_featurestore"."off_sdk_fg_lead_1682348629" For more information about feature groups, refer to Create a Dataset From Your Feature Groups and Feature Store APIs: Feature Group.

APIs 98

APIs Metrics Telecommunications Marketing 98

Netomi

JANUARY 5, 2023

Brands face unique challenges heading into 2023 as they balance the variety of changes the last few years have brought on—a looming recession, staffing shortages across all industries, and significant shifts in consumer behavior and expectations brought on by the pandemic. See how you can supercharge your CX with our advanced solutions today.

Chatbots 52

Chatbots Airlines Scripts Customer Support 52

AWS Machine Learning

DECEMBER 13, 2024

It evaluates each user query to determine the appropriate course of action, whether refusing to answer off-topic queries, tapping into the LLM, or invoking APIs and data sources such as the vector database. If the question is related to Twitch, the agent thinks about which tool is best suited to answer the question.

Sales 103

Sales Advertising Engineering APIs 103

AWS Machine Learning

OCTOBER 21, 2024

In this blog post, we will introduce how to use an Amazon EC2 Inf2 instance to cost-effectively deploy multiple industry-leading LLMs on AWS Inferentia2 , a purpose-built AWS AI chip, helping customers to quickly test and open up an API interface to facilitate performance benchmarking and downstream application calls at the same time.

APIs 85

APIs Benchmark Education Marketing 85

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. In this post, we share best practices to deploy deep learning models with FastAPI on AWS Inferentia NeuronCores. If you’re using a different AMI (Amazon Linux 2023, Base Ubuntu etc.),

Scripts 98

Scripts APIs Best practices Engineering 98

AWS Machine Learning

NOVEMBER 14, 2023

Source: Generative AI on AWS (O’Reilly, 2023) LoRA has gained popularity recently for several reasons. In this post, we walk through best practices for managing LoRA fine-tuned models on Amazon SageMaker to address this emerging question. Should you combine the base model and adapter or keep them separate?

Management 118

Management Best practices APIs Calibration 118

AWS Machine Learning

SEPTEMBER 27, 2024

We can also gain an understanding of data presented in charts and graphs by asking questions related to business intelligence (BI) tasks, such as “What is the sales trend for 2023 for company A in the enterprise market?” The following diagram illustrates the step-by-step process.

Best practices 122

Best practices Engineering APIs Customer centricity 122

AWS Machine Learning

SEPTEMBER 1, 2023

In this scenario, the generative AI application, designed by the consumer, must interact with the fine-tuner backend via APIs to deliver this functionality to the end-users. An example of a proprietary model is Anthropic’s Claude model, and an example of a high performing open-source model is Falcon-40B, as of July 2023.

Engineering 125

Engineering Accountability Construction APIs 125

AWS Machine Learning

MAY 10, 2023

That is why we announced the general availability of Amazon CodeWhisperer earlier in 2023. You can also detect many common issues that affect the readability, reproducibility, and correctness of computational notebooks, such as misuse of ML library APIs, invalid run order, and nondeterminism.

APIs 103

APIs Government Best practices Engineering 103

AWS Machine Learning

NOVEMBER 18, 2022

The practices of responsible AI can help reduce biased outcomes from models and improve their fairness, explainability, robustness, privacy, and transparency. Walk away from this chalk talk with best practices and hands-on support to guide you in applying responsible AI in your project. Reserve your seat now! Builders’ sessions.

Contact Center 98

Contact Center Engineering Analytics APIs 98

AWS Machine Learning

SEPTEMBER 26, 2024

This text-to-video API generates high-quality, realistic videos quickly from text and images. Amazon SageMaker HyperPod, introduced during re:Invent 2023, is a purpose-built infrastructure designed to address the challenges of large-scale training.

Scripts 119

Scripts APIs Metrics Management 119

JustCall

APRIL 12, 2023

Look for an alternative that offers APIs to integrate it with other tools you use. Helps sales reps identify and use the best practices of top performers to improve their sales performance; the real-time analytics feature helps bridge the gap between top and bottom performers.

Sales 52

Sales Coaching CRM Contact center software 52

The Northridge Group

MAY 2, 2023

To get a handle on ChatGPT, its implications, benefits, challenges, and best practices for contact centers we had a virtual conversation recently with Nathan Hart, Senior Director of Technology, Solutioning & Data Analytics, The Northridge Group. and most recently (at presstime) GPT-4. But ChatGPT can do much more than just reply.

Contact Center 67

Contact Center B2C Chatbots B2B 67

AWS Machine Learning

MAY 14, 2024

She assists customers in adopting best practices while deploying solutions in AWS. She works with Amazon media and entertainment (M&E) customers to design, build, and deploy technology solutions on AWS, and has a particular interest in Gen AI and machine learning focussed on M&E.

Chatbots 120

Chatbots Feedback Engineering Entertainment 120

JivoChat

APRIL 23, 2023

billion customer service hours of work by 2023. Drift The 24/7 chatbot availability is considered its best feature by 64% of consumers. Chatbot Best Practices Make It Clear For Users They Are Interacting With a Bot Honest communication should be a pillar in every organization, and that isn’t different when it comes to chatbots.

Chatbots 75

Chatbots B2C Self service B2B 75

AWS Machine Learning

MARCH 15, 2024

In Dr. Werner Vogels’s own words at AWS re:Invent 2023 , “every second that a person has a stroke counts.” Furthermore, model hosting on Amazon SageMaker JumpStart can help by exposing the endpoint API without sharing model weights. Stroke victims can lose around 1.9 billion neurons every second they are not being treated.

Healthcare 128

Healthcare Government Best practices Engineering 128

AWS Machine Learning

APRIL 21, 2025

To tackle this challenge, we can combine Amazon Bedrock Agents and Foursquare APIs. It provides access to a variety of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Luma, Meta, Mistral AI, Stability AI, and Amazon, all through a single API.

APIs 96

APIs Engineering Entertainment Accountability 96

AWS Machine Learning

OCTOBER 21, 2024

In Part 1 of this series, we explored best practices for creating accurate and reliable agents using Amazon Bedrock Agents. The agent can use company APIs and external knowledge through Retrieval Augmented Generation (RAG). If you already have an OpenAPI schema for your application, the best practice is to start with it.

Best practices 97

Best practices APIs Entertainment Construction 97