AWS Machine Learning - AI

APRIL 9, 2025

For example, consider a text summarization AI assistant intended for academic research and literature review. For instance, consider an AI-driven legal document analysis system designed for businesses of varying sizes, offering two primary subscription tiers: Basic and Pro. This is illustrated in the following figure.

Artificial Inteligence 129

Artificial Inteligence Generative AI AWS Applications 129

AWS Machine Learning - AI

NOVEMBER 19, 2024

Organizations possess extensive repositories of digital documents and data that may remain underutilized due to their unstructured and dispersed nature. Solution overview This section outlines the architecture designed for an email support system using generative AI.

Knowledge Base 109

Knowledge Base Generative AI Technical Review Lambda 109

AWS Machine Learning - AI

APRIL 23, 2025

Archival data in research institutions and national laboratories represents a vast repository of historical knowledge, yet much of it remains inaccessible due to factors like limited metadata and inconsistent labeling. To address these challenges, a U.S.

Artificial Inteligence 67

Artificial Inteligence Open Source AWS Serverless 67

AWS Machine Learning - AI

MARCH 5, 2025

Ground truth data in AI refers to data that is known to be factual, representing the expected use case outcome for the system being modeled. By providing an expected outcome to measure against, ground truth data unlocks the ability to deterministically evaluate system quality.

Generative AI 76

Generative AI Systems Review Artificial Inteligence Software Review 76

Crunchbase News

MARCH 4, 2025

Lambda , $480M, artificial intelligence: Lambda, which offers cloud computing services and hardware for training artificial intelligence software, raised a $480 million Series D co-led by Andra Capital and SGW. Lambda is also a provider of the latest GPUs by Nvidia , which are highly sought after by AI developers.

Artificial Intelligence 117

Artificial Intelligence Artificial Inteligence Biotech Lambda 117

AWS Machine Learning - AI

APRIL 30, 2025

Consider this: when you sign in to a software system, a log is recorded to make sure theres an accurate record of activityessential for accountability and security. Similarly, when an incident occurs in IT, the responding team must provide a precise, documented history for future reference and troubleshooting.

Artificial Inteligence 103

Artificial Inteligence Technical Review Software Review Generative AI 103

Xebia

FEBRUARY 19, 2024

In this blog post, we examine the relative costs of different language runtimes on AWS Lambda. Many languages can be used with AWS Lambda today, so we focus on four interesting ones. Rust just came to AWS Lambda in November 2023 , so probably a lot of folks are wondering whether to try it out.

Lambda 130

Lambda AWS Software Review Systems Review 130

AWS Machine Learning - AI

FEBRUARY 6, 2024

A key part of the submission process is authoring regulatory documents like the Common Technical Document (CTD), a comprehensive standard formatted document for submitting applications, amendments, supplements, and reports to the FDA. The tedious process of compiling hundreds of documents is also prone to errors.

Generative AI 130

Generative AI AWS Lambda Technical Review 130

AWS Machine Learning - AI

DECEMBER 4, 2024

They have structured data such as sales transactions and revenue metrics stored in databases, alongside unstructured data such as customer reviews and marketing reports collected from various channels. The system will take a few minutes to set up your project. On the next screen, leave all settings at their default values.

Generative AI 106

Generative AI Applications Technical Review Software Review 106

AWS Machine Learning - AI

OCTOBER 29, 2024

Use case overview The organization in this scenario has noticed that during customer calls, some actions often get skipped due to the complexity of the discussions, and that there might be potential to centralize customer data to better understand how to improve customer interactions in the long run.

Generative AI 111

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AWS Machine Learning - AI

MAY 2, 2025

The role of financial assistant This post explores a financial assistant system that specializes in three key tasks: portfolio creation, company research, and communication. Portfolio creation begins with a thorough analysis of user requirements, where the system determines specific criteria such as the number of companies and industry focus.

Real Estate 91

Real Estate Artificial Inteligence Knowledge Base Lambda 91

AWS Machine Learning - AI

NOVEMBER 21, 2024

Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow. The pre-annotation Lambda function can process the input manifest file before data is presented to annotators, enabling any necessary formatting or modifications.

Video 102

Video Lambda AWS Generative AI 102

AWS Machine Learning - AI

JANUARY 22, 2025

In the response, you can review the flow traces, which provide detailed visibility into the execution process. These traces help you monitor and debug response times for each step, track the processing of customer inputs, verify if guardrails are properly applied, and identify any bottlenecks in the system.

Travel 130

Travel Hotels AWS Generative AI 130

AWS Machine Learning - AI

NOVEMBER 7, 2024

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. Hybrid search – In RAG, you may also optionally want to implement and expose different templates for performing hybrid search that help improve the quality of the retrieved documents. This logic sits in a hybrid search component.

Generative AI 113

Generative AI AWS Artificial Inteligence Enterprise 113

AWS Machine Learning - AI

APRIL 1, 2025

Skip hours of documentation research and immediately access ready-to-use patterns for complex services such as Amazon Bedrock Knowledge Bases. This opens up exciting new possibilities for accelerating cloud development while maintaining security and following best practices.

AWS 119

AWS Software Review Knowledge Base Artificial Inteligence 119

AWS Machine Learning - AI

APRIL 22, 2025

The absence of such a system hinders effective knowledge sharing and utilization, limiting the overall impact of events and workshops. Reviewing lengthy recordings to find specific information is time-consuming and inefficient, creating barriers to knowledge retention and sharing.

Media 82

Media Knowledge Base AWS Systems Review 82

AWS Machine Learning - AI

DECEMBER 6, 2023

Such data often lacks the specialized knowledge contained in internal documents available in modern businesses, which is typically needed to get accurate answers in domains such as pharmaceutical research, financial investigation, and customer support. In Part 1, we review the RAG design pattern and its limitations on analytical questions.

Artificial Inteligence 126

Artificial Inteligence Analytics Knowledge Base Lambda 126

Hacker Earth Developers Blog

MARCH 3, 2020

The Kotlin’s type system is aimed to eliminate the occurrence of NullPointerException from every code. It offers coroutines , high-order functions , lambdas and much more. These developments can be in the server-side system, client-side web, and Android OS. It is compatible with existing module systems such as AMD and CommonJS.

Software Review 49

Software Review Systems Review Exercises Course 49

AWS Machine Learning - AI

JULY 3, 2024

The use cases can range from medical information extraction and clinical notes summarization to marketing content generation and medical-legal review automation (MLR process). The system is built upon Amazon Bedrock and leverages LLM capabilities to generate curated medical content for disease awareness.

Artificial Inteligence 132

Artificial Inteligence Generative AI Lambda Healthcare 132

AWS Machine Learning - AI

FEBRUARY 8, 2024

Your Amazon Bedrock-powered insurance agent can assist human agents by creating new claims, sending pending document reminders for open claims, gathering claims evidence, and searching for information across existing claims and customer knowledge repositories. Send a pending documents reminder to the policy holder of claim 2s34w-8x.

Knowledge Base 140

Knowledge Base Insurance Lambda AWS 140

AWS Machine Learning - AI

FEBRUARY 19, 2024

One way to enable more contextual conversations is by linking the chatbot to internal knowledge bases and information systems. Embeddings are created for documents and user questions. The document embeddings are split into chunks and stored as indexes in a vector database.

Knowledge Base 133

Knowledge Base Artificial Inteligence Applications Lambda 133

AWS Machine Learning - AI

NOVEMBER 22, 2024

Using Amazon Bedrock, you can easily experiment with and evaluate top FMs for your use case, privately customize them with your data using techniques such as fine-tuning and Retrieval Augmented Generation (RAG), and build agents that execute tasks using your enterprise systems and data sources.

Generative AI 99

Generative AI AWS Technical Review Backup 99

AWS Machine Learning - AI

APRIL 24, 2024

With AWS generative AI services like Amazon Bedrock , developers can create systems that expertly manage and respond to user requests. An AI assistant is an intelligent system that understands natural language queries and interacts with various tools, data sources, and APIs to perform tasks or retrieve information on behalf of the user.

Artificial Inteligence 137

Artificial Inteligence Lambda Knowledge Base IoT 137

The Agile Monkey

JULY 1, 2019

We got super excited when we released the AWS Lambda Haskell runtime, described in one of our previous posts , because you could finally run Haskell in AWS Lambda natively. There are few things better than running Haskell in AWS Lambda, but one is better for sure: Running it 12 times faster! and bootstrap?—?faster.

Lambda 58

Lambda AWS Serverless Software Review 58

AWS Machine Learning - AI

APRIL 18, 2024

Traditionally, cloud engineers learning IaC would manually sift through documentation and best practices to write compliant IaC scripts. In parallel, the AVM layer invokes a Lambda function to generate Terraform code. For creating lambda function, please follow instructions. Access to Amazon Bedrock models.

AWS 129

AWS Applications Lambda Knowledge Base 129

Hacker Earth Developers Blog

MARCH 3, 2020

The Kotlin’s type system is aimed to eliminate the occurrence of NullPointerException from every code. It offers coroutines , high-order functions , lambdas and much more. These developments can be in the server-side system, client-side web, and Android OS. It is compatible with existing module systems such as AMD and CommonJS.

Software Review 189

Software Review Systems Review Exercises Course 189

AWS Machine Learning - AI

DECEMBER 22, 2023

This solution is intended to act as a launchpad for developers to create their own personalized conversational agents for various applications, such as virtual workers and customer support systems. Amazon Lex then invokes an AWS Lambda handler for user intent fulfillment.

Generative AI 126

Generative AI Lambda AWS Technical Review 126

Perficient

DECEMBER 6, 2022

We were presented with a scenario that required business users to dynamically update their IVR menus, while not being able to directly access the call center system. We also found a way for the IT team to maintain functional documentation through the well-defined Amazon Connect contact flows. Discovering and Addressing the Gaps.

Development Team Review 64

Development Team Review Lambda Systems Review Technical Review 64

AWS Machine Learning - AI

MAY 30, 2024

In this post, we describe how CBRE partnered with AWS Prototyping to develop a custom query environment allowing natural language query (NLQ) prompts by using Amazon Bedrock, AWS Lambda , Amazon Relational Database Service (Amazon RDS), and Amazon OpenSearch Service. A Lambda function with business logic invokes the primary Lambda function.

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AWS Lambda Performance Artificial Inteligence 129

AWS Machine Learning - AI

MAY 14, 2024

In this post, we introduce a solution for integrating a “near-real-time human workflow” where humans are prompted by the generative AI system to take action when a situation or issue arises. We built the RAG solution as detailed in the following GitHub repo and used SageMaker documentation as the knowledge base.

Generative AI 121

Generative AI Artificial Inteligence AWS Applications 121

Honeycomb

AUGUST 18, 2020

But every once in a while, teams or systems hit an inflection point where enough things change at once and the pattern of incidents shifts. 8/3 – Query engine lambda startup failures : A code change was merged that prevented the lambda-based portion of our query engine from starting. The meta-review. What went wrong?

Software Review 59

Software Review Systems Review Engineering Storage 59

AWS Machine Learning - AI

OCTOBER 7, 2024

Amazon Kendra is a fully managed service that provides out-of-the-box semantic search capabilities for state-of-the-art ranking of documents and passages. Amazon Kendra can index content from a wide range of sources, including databases, content management systems, file shares, and web pages.

Generative AI 105

Generative AI Artificial Inteligence AWS Lambda 105

Xebia

MAY 21, 2024

This involves updating existing systems to take advantage of modern cloud-native architectures, technologies, and best practices, which always follow the six Pillars of AWS Well Architecture Framework: Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization, and Sustainability.

AWS 130

AWS Strategy Serverless Microservices 130

Mike Roberts

NOVEMBER 14, 2017

Cold Starts This is Part 8 of Learning Lambda, a tutorial series about engineering using AWS Lambda. In this installment of Learning Lambda I discuss Cold Starts. In this installment of Learning Lambda I discuss Cold Starts. Way back in Part 3 I talked about the lifecycle of a Lambda function.

Lambda 52

Lambda Software Review AWS Systems Review 52

Mike Roberts

NOVEMBER 16, 2017

Scaling and State This is Part 9 of Learning Lambda, a tutorial series about engineering using AWS Lambda. So far in this series we’ve only been talking about processing a small number of events with Lambda, one after the other. Finally I mention Lambda’s limited, but not trivial, vertical scaling capability.

Lambda 52

Lambda Software Review AWS Serverless 52

Xebia

MARCH 21, 2023

In the previous article from this series, I defined Observability as the set of practices for aggregating, correlating, and analyzing data from a system in order to improve monitoring, troubleshooting, and general security. A Lambda function or EC2 instance that can communicate with the VPC endpoint and Neptune. aws/config ).

Open Source 130

Open Source AWS Lambda Artificial Inteligence 130

AWS Machine Learning - AI

AUGUST 26, 2024

Our internal AI sales assistant, powered by Amazon Q Business , will be available across every modality and seamlessly integrate with systems such as internal knowledge bases, customer relationship management (CRM), and more. From the period of September 2023 to March 2024, sellers leveraging GenAI Account Summaries saw a 4.9%

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Generative AI AWS Artificial Inteligence Technical Review 128