AWS Machine Learning

FEBRUARY 21, 2025

Solution overview Our solution implements a verified semantic cache using the Amazon Bedrock Knowledge Bases Retrieve API to reduce hallucinations in LLM responses while simultaneously improving latency and reducing costs. The function checks the semantic cache (Amazon Bedrock Knowledge Bases) using the Retrieve API.

Engineering 118

Engineering APIs Analytics Enterprise 118

AWS Machine Learning

AUGUST 2, 2024

The initial draft of a large language model (LLM) generated earnings call script can be then refined and customized using feedback from the company’s executives. Factor Fine-Tuned Model Few-shot Prompt Engineering Comprehensiveness The script covers most of the key points provided in the prompts, although it ignored a few details.

Engineering 129

Engineering Scripts Metrics APIs 129

AWS Machine Learning

MARCH 4, 2024

Alida helps the world’s biggest brands create highly engaged research communities to gather feedback that fuels better customer experiences and product innovation. Open-ended survey questions allow responders to provide context and unanticipated feedback. Programmatically using the Amazon Bedrock API and SDKs.

Feedback 126

Feedback APIs Engineering Surveys 126

AWS Machine Learning

MARCH 25, 2025

For more information about the SageMaker AI API, refer to the SageMaker AI API Reference. 8B-Instruct to DeepSeek-R1-Distill-Llama-8B, but the new model version has different API expectations. In this use case, you have configured a CloudWatch alarm to monitor for 4xx errors, which would indicate API compatibility issues.

APIs 87

APIs Engineering Accountability Metrics 87

AWS Machine Learning

MARCH 27, 2025

This requirement translates into time and effort investment of trained personnel, who could be support engineers or other technical staff, to review tens of thousands of support cases to arrive at an even distribution of 3,000 per category. Sonnet prediction accuracy through prompt engineering. client = boto3.client("bedrock-runtime",

Education 95

Education Engineering APIs Enterprise 95

AWS Machine Learning

FEBRUARY 12, 2025

Amazon Bedrock , a fully managed service offering high-performing foundation models from leading AI companies through a single API, has recently introduced two significant evaluation capabilities: LLM-as-a-judge under Amazon Bedrock Model Evaluation and RAG evaluation for Amazon Bedrock Knowledge Bases.

Metrics 93

Metrics Engineering APIs Benchmark 93

AWS Machine Learning

MARCH 6, 2025

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, Stability AI, and Amazon via a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Metrics 98

Metrics Enterprise APIs Engineering 98

AWS Machine Learning

NOVEMBER 21, 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 through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

APIs 110

APIs Call Center Engineering Personalization 110

AWS Machine Learning

JUNE 25, 2024

Extracting valuable insights from customer feedback presents several significant challenges. Scalability becomes an issue as the amount of feedback grows, hindering the ability to respond promptly and address customer concerns. Large language models (LLMs) have transformed the way we engage with and process natural language.

Feedback 125

Feedback Engineering Enterprise Technical Support 125

AWS Machine Learning

NOVEMBER 21, 2024

As generative AI models advance in creating multimedia content, the difference between good and great output often lies in the details that only human feedback can capture. Amazon SageMaker Ground Truth enables RLHF by allowing teams to integrate detailed human feedback directly into model training.

APIs 93

APIs Feedback Telecommunications Management 93

CSM Magazine

MARCH 10, 2025

Based in Galway, Ireland, Joe Joyce , Solutions Architect, earned a Gold Award for Sales Engineer of the Year. “We are incredibly proud to be recognized with two prestigious Stevie Awards,” said David Phillips , SVP, Customer Retention and Sales Engineering at SmartBear.

Sales 52

Sales Customer Service APIs Engineering 52

Lumoa

FEBRUARY 27, 2025

You can now request to have our new Translation Engine and our new Topic Modeling AI. With these new systems turned on, we expect translations to be 5% to 40% more accurate (depending on language) and Topics to allocate feedback significantly more accurately! But now, we can send background data through the URL of the Netigate survey.

APIs 78

APIs Surveys Feedback Engineering 78

AWS Machine Learning

NOVEMBER 29, 2023

With this launch, you can programmatically run notebooks as jobs using APIs provided by Amazon SageMaker Pipelines , the ML workflow orchestration feature of Amazon SageMaker. Furthermore, you can create a multi-step ML workflow with multiple dependent notebooks using these APIs.

APIs 108

APIs Management Engineering Big data 108

AWS Machine Learning

FEBRUARY 24, 2025

This includes virtual assistants where users expect immediate feedback and near real-time interactions. At the time of writing this post, you can use the InvokeModel API to invoke the model. It doesnt support Converse APIs or other Amazon Bedrock tooling. You can quickly test the model in the playground through the UI.

APIs 83

APIs Enterprise Benchmark Feedback 83

AWS Machine Learning

NOVEMBER 22, 2024

Cloud providers have recognized the need to offer model inference through an API call, significantly streamlining the implementation of AI within applications. Although a single API call can address simple use cases, more complex ones may necessitate the use of multiple calls and integrations with other services.

APIs 87

APIs Technology Management Enterprise 87

AWS Machine Learning

MAY 3, 2023

One aspect of this data preparation is feature engineering. Feature engineering refers to the process where relevant variables are identified, selected, and manipulated to transform the raw data into more useful and usable forms for use with the ML algorithm used to train a model and perform inference against it.

Engineering 91

Engineering Metrics APIs Big data 91

Nicereply

APRIL 8, 2019

Investing in a tool for collecting customer feedback can help you to better understand what customers are asking for. Ultimately, determining whether to build or buy a customer feedback tool comes down to balancing the cost with the benefits of customization. These three truths dictate how engineering managers prioritize their roadmap.

Feedback 81

Feedback Engineering APIs Customer Support 81

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 87

APIs Accountability Scripts Enterprise 87

AWS Machine Learning

MAY 15, 2024

Here, Amazon SageMaker Ground Truth allowed ML engineers to easily build the human-in-the-loop workflow (step v). The workflow allowed the Amazon Ads team to experiment with different foundation models and configurations through blind A/B testing to ensure that feedback to the generated images is unbiased.

Advertising 129

Advertising APIs Engineering Benchmark 129

AWS Machine Learning

NOVEMBER 1, 2023

Overview of solution The overarching goal for the engineering team is to detect and redact PII from millions of legal documents for their customers. Using Reveal’s Logikcull solution, the engineering team implemented two processes, namely first pass PII detection and second pass PII detection and redaction.

APIs 114

APIs Government Engineering Telecommunications 114

AWS Machine Learning

MAY 15, 2024

Students can take personalized quizzes and get immediate feedback on their performance. This post demonstrates how to use advanced prompt engineering to control an LLM’s behavior and responses. The Amazon Bedrock API returns the output Q&A JSON file to the Lambda function. The JSON file is returned to API Gateway.

Education 136

Education APIs Engineering Banking 136

AWS Machine Learning

OCTOBER 30, 2023

It allows developers to build and scale generative AI applications using FMs through an API, without managing infrastructure. Customers are building innovative generative AI applications using Amazon Bedrock APIs using their own proprietary data.

APIs 141

APIs Big data Accountability Enterprise 141

AWS Machine Learning

SEPTEMBER 28, 2023

A Generative AI Gateway can help large enterprises control, standardize, and govern FM consumption from services such as Amazon Bedrock , Amazon SageMaker JumpStart , third-party model providers (such as Anthropic and their APIs), and other model providers outside of the AWS ecosystem. What is a Generative AI Gateway?

APIs 119

APIs Government Enterprise Engineering 119

Aria Solutions

JUNE 8, 2020

Designing a process from scratch is already a task and a half for your Salesforce org, but re-engineering a process is even a bigger undertaking when the process has been in use for some time. Much like “save early and save often”, proactively keep tabs on how a re-engineered process is received by users. Demo early, demo often.

Engineering 62

Engineering APIs Consulting Consulting 62

AWS Machine Learning

NOVEMBER 26, 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 through a single API. However, we’re not limited to using generative AI for only software engineering.

Real estate 103

Real estate Engineering APIs Government 103

Aria Solutions

JUNE 8, 2020

Designing a process from scratch is already a task and a half for your Salesforce org, but re-engineering a process is even a bigger undertaking when the process has been in use for some time. Much like “save early and save often”, proactively keep tabs on how a re-engineered process is received by users. Demo early, demo often.

Engineering 62

Engineering APIs Consulting Consulting 62

Inbenta

APRIL 29, 2020

This short timeframe is made possible by: An API with a multitude of proven functionalities; A proprietary and patented NLP technology developed and perfected over the course of 15 years by our in-house Engineers and Linguists; A well-established development process. Poor technical documentation.

Chatbots 140

Chatbots APIs Construction Best practices 140

AWS Machine Learning

DECEMBER 29, 2022

Amazon Textract continuously improves the service based on your feedback. The Analyze Lending feature in Amazon Textract is a managed API that helps you automate mortgage document processing to drive business efficiency, reduce costs, and scale quickly. The Signatures feature is available as part of the AnalyzeDocument API.

APIs 114

APIs Banking Real estate Healthcare 114

delighted

DECEMBER 3, 2021

Great examples of automated distribution include survey integrations and Application Programming Interface (API) connections. And, setting up APIs can link two applications to one another for data sharing/interacting purposes, making manual uploads a thing of the past. Create custom APIs for more complex use cases. Not to worry!

Surveys 97

Surveys APIs SaaS Engineering 97

AWS Machine Learning

OCTOBER 2, 2024

It’s a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like Anthropic, Cohere, Meta, Mistral AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Government 122

Government APIs Enterprise Best practices 122

AWS Machine Learning

MAY 7, 2024

You can view the results and provide feedback by voting for the winning setting. Amazon Transcribe The transcription for the entire video is generated using the StartTranscriptionJob API. The solution runs Amazon Rekognition APIs for label detection , text detection, celebrity detection , and face detection on videos.

APIs 131

APIs Advertising Entertainment Metrics 131

AWS Machine Learning

NOVEMBER 2, 2023

When students provide answers, the solution provides real-time assessments and offers personalized feedback and guidance for students to improve their answers. Amazon Bedrock is a fully managed service that makes foundation models from leading AI startups and Amazon available via easy-to-use API interfaces.

APIs 129

APIs Education Transportation Accountability 129

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 124

APIs Engineering Scripts Management 124

AWS Machine Learning

JULY 3, 2024

This is accomplished through an automated revision functionality, which allows the user to interact and send instructions and comments directly to the LLM via an interactive feedback loop. In step 3, the frontend sends the HTTPS request via the WebSocket API and API gateway and triggers the first Amazon Lambda function.

Healthcare 128

Healthcare APIs Finance Feedback 128

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. For instance, if the question is related to audience forecasting, the agent will invoke Amazon internal Audience Forecasting API.

Sales 96

Sales Advertising Engineering APIs 96

AWS Machine Learning

FEBRUARY 19, 2025

Though these models can produce sophisticated outputs through the interplay of pre-training, fine-tuning , and prompt engineering , their decision-making process remains less transparent than classical predictive approaches. Alternatively, using an FM as the decision engine offers flexibility but introduces uncertainty.

APIs 79

APIs Banking Engineering Transportation 79

AWS Machine Learning

JULY 10, 2024

You can use the Prompt Management and Flows features graphically on the Amazon Bedrock console or Amazon Bedrock Studio, or programmatically through the Amazon Bedrock SDK APIs. Alternatively, you can use the CreateFlow API for a programmatic creation of flows that help you automate processes and development pipelines.

Management 127

Management APIs Chatbots Best practices 127