AWS Machine Learning - AI

JANUARY 13, 2025

This is where intelligent document processing (IDP), coupled with the power of generative AI , emerges as a game-changing solution. Enhancing the capabilities of IDP is the integration of generative AI, which harnesses large language models (LLMs) and generative techniques to understand and generate human-like text.

Education 103

Education Report Technical Review Generative AI 103

AWS Machine Learning - AI

MARCH 5, 2025

Generative AI question-answering applications are pushing the boundaries of enterprise productivity. These assistants can be powered by various backend architectures including Retrieval Augmented Generation (RAG), agentic workflows, fine-tuned large language models (LLMs), or a combination of these techniques.

Generative AI 75

Generative AI Systems Review Software Review Artificial Inteligence 75

AWS Machine Learning - AI

NOVEMBER 14, 2024

This is where AWS and generative AI can revolutionize the way we plan and prepare for our next adventure. With the significant developments in the field of generative AI , intelligent applications powered by foundation models (FMs) can help users map out an itinerary through an intuitive natural conversation interface.

Artificial Inteligence 109

Artificial Inteligence Generative AI Travel AWS 109

AWS Machine Learning - AI

SEPTEMBER 6, 2024

In this post, we illustrate how Vidmob , a creative data company, worked with the AWS Generative AI Innovation Center (GenAIIC) team to uncover meaningful insights at scale within creative data using Amazon Bedrock. Use case overview Vidmob aims to revolutionize its analytics landscape with generative AI.

Generative AI 120

Generative AI Artificial Inteligence Data AWS 120

AWS Machine Learning - AI

OCTOBER 2, 2024

Large enterprises are building strategies to harness the power of generative AI across their organizations. Managing bias, intellectual property, prompt safety, and data integrity are critical considerations when deploying generative AI solutions at scale.

Generative AI 122

Generative AI Artificial Inteligence AWS Government 122

AWS Machine Learning - AI

AUGUST 26, 2024

The rise of foundation models (FMs), and the fascinating world of generative AI that we live in, is incredibly exciting and opens doors to imagine and build what wasn’t previously possible. Users can input audio, video, or text into GenASL, which generates an ASL avatar video that interprets the provided data.

Generative AI 119

Generative AI AWS 3D Video 119

AWS Machine Learning - AI

AUGUST 26, 2024

Prospecting, opportunity progression, and customer engagement present exciting opportunities to utilize generative AI, using historical data, to drive efficiency and effectiveness. Use case overview Using generative AI, we built Account Summaries by seamlessly integrating both structured and unstructured data from diverse sources.

Generative AI 125

Generative AI AWS Artificial Inteligence Technical Review 125

AWS Machine Learning - AI

AUGUST 15, 2024

In turn, customers can ask a variety of questions and receive accurate answers powered by generative AI. The Content Designer AWS Lambda function saves the input in Amazon OpenSearch Service in a questions bank index. Amazon Lex forwards requests to the Bot Fulfillment Lambda function.

Artificial Inteligence 125

Artificial Inteligence Generative AI Knowledge Base Lambda 125

AWS Machine Learning - AI

SEPTEMBER 20, 2024

In this post, we demonstrate how to use Amazon Bedrock Agents with a web search API to integrate dynamic web content in your generative AI application. If required, the agent invokes one of two Lambda functions to perform a web search: SerpAPI for up-to-date events or Tavily AI for web research-heavy questions.

Generative AI 105

Generative AI Lambda Applications AWS 105

AWS Machine Learning - AI

MAY 30, 2024

Because Amazon Bedrock is serverless, you don’t have to manage infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. The Lambda wrapper function searches for similar questions in OpenSearch Service.

AWS 128

AWS Lambda Performance Artificial Inteligence 128

AWS Machine Learning - AI

AUGUST 21, 2024

This post discusses how LLMs can be accessed through Amazon Bedrock to build a generative AI solution that automatically summarizes key information, recognizes the customer sentiment, and generates actionable insights from customer reviews.

Technical Review 125

Technical Review Software Review Systems Review Lambda 125

AWS Machine Learning - AI

APRIL 24, 2024

Conversational artificial intelligence (AI) assistants are engineered to provide precise, real-time responses through intelligent routing of queries to the most suitable AI functions. With AWS generative AI services like Amazon Bedrock , developers can create systems that expertly manage and respond to user requests.

Artificial Inteligence 133

Artificial Inteligence Lambda Knowledge Base IoT 133

AWS Machine Learning - AI

FEBRUARY 26, 2024

In this post, we demonstrate a few metrics for online LLM monitoring and their respective architecture for scale using AWS services such as Amazon CloudWatch and AWS Lambda. Overview of solution The first thing to consider is that different metrics require different computation considerations. The function invokes the modules.

Artificial Inteligence 136

Artificial Inteligence AWS Lambda Metrics 136

AWS Machine Learning - AI

MARCH 27, 2024

This requires carefully combining applications and metrics to provide complete awareness, accuracy, and control. This blog post discusses how BMC Software added AWS Generative AI capabilities to its product BMC AMI zAdviser Enterprise. It’s also vital to avoid focusing on irrelevant metrics or excessively tracking data.

DevOps 114

DevOps Enterprise Artificial Inteligence Generative AI 114

AWS Machine Learning - AI

MAY 7, 2024

If you prefer to generate post call recording summaries with Amazon Bedrock rather than Amazon SageMaker, checkout this Bedrock sample solution. Every time a new recording is uploaded to this folder, an AWS Lambda Transcribe function is invoked and initiates an Amazon Transcribe job that converts the meeting recording into text.

Artificial Inteligence 129

Artificial Inteligence Meeting AWS Generative AI 129

AWS Machine Learning - AI

SEPTEMBER 25, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing 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.

Knowledge Base 118

Knowledge Base Artificial Inteligence Analysis AWS 118

AWS Machine Learning - AI

JULY 30, 2024

or “How can I use Generative AI to improve customer experience?” An AWS Lambda function fetches the YouTube videos from the playlist as audio (mp3 files) into the YTMediaBucket and also creates a metadata file in the MetadataFolderPrefix location with metadata for the YouTube video. or try your own questions.

Media 108

Media Lambda AWS Video 108

AWS Machine Learning - AI

SEPTEMBER 30, 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.

Artificial Inteligence 89

Artificial Inteligence Generative AI AWS Software Review 89

AWS Machine Learning - AI

APRIL 11, 2024

Vector databases efficiently index and organize the embeddings, enabling fast retrieval of similar vectors based on distance metrics like Euclidean distance or cosine similarity. An Amazon S3 object notification event invokes the embedding AWS Lambda function. Vector databases – Vector databases are used to store embeddings.

Artificial Inteligence 127

Artificial Inteligence Lambda AWS Machine Learning 127

AWS Machine Learning - AI

MARCH 19, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models from leading AI companies and Amazon via a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI. Lambda function B. SQS queue C.

Performance 129

Performance Lambda Technical Review AWS 129

AWS Machine Learning - AI

DECEMBER 22, 2023

A comprehensive suite of evaluation metrics, including both LLM-based and traditional metrics available in TruLens, allows you to measure your app against criteria required for moving your application to production. In production, these logs and evaluation metrics can be processed at scale with TruEra production monitoring.

Artificial Inteligence 117

Artificial Inteligence Training Metrics Off-The-Shelf 117

AWS Machine Learning - AI

DECEMBER 6, 2023

Conversational AI has come a long way in recent years thanks to the rapid developments in generative AI, especially the performance improvements of large language models (LLMs) introduced by training techniques such as instruction fine-tuning and reinforcement learning from human feedback.

Artificial Inteligence 125

Artificial Inteligence Analytics Knowledge Base AWS 125

AWS Machine Learning - AI

MARCH 13, 2025

This post was co-written with Vishal Singh, Data Engineering Leader at Data & Analytics team of GoDaddy Generative AI solutions have the potential to transform businesses by boosting productivity and improving customer experiences, and using large language models (LLMs) in these solutions has become increasingly popular.

Artificial Inteligence 104

Artificial Inteligence Systems Review System Generative AI 104

AWS Machine Learning - AI

JANUARY 26, 2024

Many customers are looking for guidance on how to manage security, privacy, and compliance as they develop generative AI applications. This post provides three guided steps to architect risk management strategies while developing generative AI applications using LLMs.

Generative AI 137

Generative AI Artificial Inteligence Security Applications 137

AWS Machine Learning - AI

NOVEMBER 13, 2024

The financial and banking industry can significantly enhance investment research by integrating generative AI into daily tasks like financial statement analysis. Generative AI models can automate finding and extracting financial data from documents like 10-Ks, balance sheets, and income statements.

Generative AI 111

Generative AI Analysis Lambda AWS 111

AWS Machine Learning - AI

MARCH 21, 2025

Using generative AI for IT operations offers a transformative solution that helps automate incident detection, diagnosis, and remediation, enhancing operational efficiency. AI for IT operations (AIOps) is the application of AI and machine learning (ML) technologies to automate and enhance IT operations.

Artificial Inteligence 120

Artificial Inteligence Knowledge Base Generative AI Lambda 120

AWS Machine Learning - AI

OCTOBER 21, 2024

Amazon Bedrock Agents help you accelerate generative AI application development by orchestrating multistep tasks. Either way, you can use the Amazon Bedrock console to quickly create a default AWS Lambda function to get started implementing your actions or tools. Sonnet or Anthropic’s Claude 3 Opus.

Generative AI 92

Generative AI Artificial Inteligence Applications AWS 92

AWS Machine Learning - AI

NOVEMBER 27, 2024

Generative AI agents are designed to interact with their environment to achieve specific objectives, such as automating repetitive tasks and augmenting human capabilities. After a custom orchestrator is created, it can be reused across multiple agents by updating a single reference when configuring new agents.

Lambda 108

Lambda Generative AI AWS Knowledge Base 108

AWS Machine Learning - AI

MARCH 31, 2025

The enterprise AI landscape is undergoing a seismic shift as agentic systems transition from experimental tools to mission-critical business assets. In 2025, AI agents are expected to become integral to business operations, with Deloitte predicting that 25% of enterprises using generative AI will deploy AI agents, growing to 50% by 2027.

Systems Review 139

Systems Review System Artificial Inteligence AWS 139

AWS Machine Learning - AI

MARCH 11, 2025

This demonstrates how we can help solve this problem by harnessing the power of generative AI on AWS. This architecture uses different AWS Lambda Lambda is a serverless AWS compute service that runs event driven code and automatically manages the compute resources.

Lambda 98

Lambda AWS Architecture Training 98

AWS Machine Learning - AI

JANUARY 15, 2025

This post introduces HCLTechs AutoWise Companion, a transformative generative AI solution designed to enhance customers vehicle purchasing journey. Powered by generative AI services on AWS and large language models (LLMs) multi-modal capabilities, HCLTechs AutoWise Companion provides a seamless and impactful experience.

Automotive 93

Automotive Artificial Inteligence AWS Technical Review 93

AWS Machine Learning - AI

JANUARY 7, 2025

The answer lay in using generative AI through Amazon Bedrock Flows, enabling them to build an automated, intelligent request handling system that would transform their client service operations. Experimentation framework The ability to test and compare different prompt variations while maintaining version control.

Technical Review 104

Technical Review Artificial Inteligence Generative AI AWS 104

AWS Machine Learning - AI

NOVEMBER 27, 2024

Generative AI continues to transform numerous industries and activities, with one such application being the enhancement of chess, a traditional human game, with sophisticated AI and large language models (LLMs). Each arm is controlled by different FMs—base or custom. The demo offers a few gameplay options.

Artificial Inteligence 121

Artificial Inteligence IoT AWS Generative AI 121

AWS Machine Learning - AI

FEBRUARY 5, 2025

The listing indexer AWS Lambda function continuously polls the queue and processes incoming listing updates. The listing indexer AWS Lambda function continuously polls the queue and processes incoming listing updates. The Lambda indexer relies on the image microservice to retrieve listing images and encode them in base64 format.

Microservices 77

Microservices Lambda Architecture Artificial Inteligence 77

AWS Machine Learning - AI

APRIL 8, 2025

In this post, we explore how to use Amazon Bedrock for synthetic data generation, considering these challenges alongside the potential benefits to develop effective strategies for various applications across multiple industries, including AI and machine learning (ML). 100, num_records).round(2),

Enterprise 103

Enterprise Strategy Data Software Review 103

AWS Machine Learning - AI

NOVEMBER 19, 2024

Similarly, in tasks like code generation and suggestions through chat-based applications, users might not specify the APIs they want to use. Instead, they often request help in resolving a general issue or in generating code that utilizes proprietary APIs and SDKs.

Automotive 100

Automotive AWS Artificial Inteligence Training 100

O'Reilly Media - Ideas

NOVEMBER 26, 2024

The trend has only increased in the era of generative AI. Any metric can be gamed (often called Goodhart’s law )—and grades are no exception, gamed both by faculty who need good ratings from students and by students who want good grades from faculty.

Education 111

Education Security Artificial Inteligence B2C 111