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. You can also bring your own customized models and deploy them to Amazon Bedrock for supported architectures. Alternatively, you can use AWS Lambda and implement your own logic, or use open source tools such as fmeval.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

AWS Machine Learning - AI

OCTOBER 29, 2024

To address this consideration and enhance your use of batch inference, we’ve developed a scalable solution using AWS Lambda and Amazon DynamoDB. We walk you through our solution, detailing the core logic of the Lambda functions. Amazon S3 invokes the {stack_name}-create-batch-queue-{AWS-Region} Lambda function.

Scalability 130

Scalability Lambda Generative AI AWS 130

AWS Machine Learning - AI

NOVEMBER 7, 2024

AI agents , powered by large language models (LLMs), can analyze complex customer inquiries, access multiple data sources, and deliver relevant, detailed responses. The workflow includes the following steps: Documents (owner manuals) are uploaded to an Amazon Simple Storage Service (Amazon S3) bucket.

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Lambda Enterprise Automotive Knowledge Base 129

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 112

Education Report Technical Review Generative AI 112

AWS Machine Learning - AI

FEBRUARY 11, 2025

By using Amazon Q Business, which simplifies the complexity of developing and managing ML infrastructure and models, the team rapidly deployed their chat solution. The following diagram illustrates an example architecture for ingesting data through an endpoint interfacing with a large corpus.

Knowledge Base 105

Knowledge Base Lambda Enterprise AWS 105

AWS Machine Learning - AI

NOVEMBER 21, 2024

This granular input helps models learn how to produce speech that sounds natural, with appropriate pacing and emotional consistency. At its core, Amazon Simple Storage Service (Amazon S3) serves as the secure storage for input files, manifest files, annotation outputs, and the web UI components.

Video 103

Video Lambda AWS Generative AI 103

AWS Machine Learning - AI

JULY 3, 2024

Generative AI and transformer-based large language models (LLMs) have been in the top headlines recently. These models demonstrate impressive performance in question answering, text summarization, code, and text generation. Amazon Lambda : to run the backend code, which encompasses the generative logic.

Artificial Inteligence 132

Artificial Inteligence Generative AI Lambda Healthcare 132

AWS Machine Learning - AI

MARCH 4, 2025

Customizable Uses prompt engineering , which enables customization and iterative refinement of the prompts used to drive the large language model (LLM), allowing for refining and continuous enhancement of the assessment process. The WAFR reviewer, based on Lambda and AWS Step Functions , is activated by Amazon SQS.

Generative AI 120

Generative AI Technical Review Software Review Systems Review 120

AWS Machine Learning - AI

OCTOBER 29, 2024

Flexible logging –You can use this solution to store logs either locally or in Amazon Simple Storage Service (Amazon S3) using Amazon Data Firehose, enabling integration with existing monitoring infrastructure. She leads machine learning projects in various domains such as computer vision, natural language processing, and generative AI.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

AWS Machine Learning - AI

NOVEMBER 13, 2024

The solution also uses Amazon Cognito user pools and identity pools for managing authentication and authorization of users, Amazon API Gateway REST APIs, AWS Lambda functions, and an Amazon Simple Storage Service (Amazon S3) bucket. To launch the solution in a different Region, change the aws_region parameter accordingly.

Generative AI 132

Generative AI AWS Lambda Authentication 132

AWS Machine Learning - AI

APRIL 30, 2025

With advancement in AI technology, the time is right to address such complexities with large language models (LLMs). Amazon Bedrock has helped democratize access to LLMs, which have been challenging to host and manage. Data sanitization workflow kicks off using AWS Step Functions consisting of AWS Lambda functions.

Artificial Inteligence 69

Artificial Inteligence Technical Review Software Review Generative AI 69

AWS Machine Learning - AI

NOVEMBER 19, 2024

An email handler AWS Lambda function is invoked by WorkMail upon the receipt of an email, and acts as the intermediary that receives requests and passes it to the appropriate agent. The system indexes documents and files stored in Amazon Simple Storage Service (Amazon S3) using Amazon OpenSearch Service for quick retrieval.

Knowledge Base 110

Knowledge Base Technical Review Generative AI Lambda 110

AWS Machine Learning - AI

MARCH 5, 2025

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. To learn more about FMEval, see Evaluate large language models for quality and responsibility of LLMs.

Generative AI 76

Generative AI Systems Review Software Review Artificial Inteligence 76

AWS Machine Learning - AI

JUNE 21, 2024

To accomplish this, eSentire built AI Investigator, a natural language query tool for their customers to access security platform data by using AWS generative artificial intelligence (AI) capabilities. Therefore, eSentire decided to build their own LLM using Llama 1 and Llama 2 foundational models.

Artificial Inteligence 126

Artificial Inteligence Generative AI AWS Serverless 126

AWS Machine Learning - AI

MAY 14, 2024

Recent advances in artificial intelligence have led to the emergence of generative AI that can produce human-like novel content such as images, text, and audio. These models are pre-trained on massive datasets and, to sometimes fine-tuned with smaller sets of more task specific data.

Generative AI 121

Generative AI Artificial Inteligence AWS Applications 121

AWS Machine Learning - AI

NOVEMBER 14, 2024

The storage layer uses Amazon Simple Storage Service (Amazon S3) to hold the invoices that business users upload. You can trigger the processing of these invoices using the AWS CLI or automate the process with an Amazon EventBridge rule or AWS Lambda trigger. Importantly, your document and data are not stored after processing.

Software Review 111

Software Review Technical Review AWS Artificial Inteligence 111

AWS Machine Learning - AI

AUGUST 15, 2024

The advent of generative artificial intelligence (AI) provides organizations unique opportunities to digitally transform customer experiences. The solution is extensible, uses AWS AI and machine learning (ML) services, and integrates with multiple channels such as voice, web, and text (SMS).

Artificial Inteligence 126

Artificial Inteligence Generative AI Knowledge Base Lambda 126

AWS Machine Learning - AI

SEPTEMBER 6, 2024

Generative artificial intelligence (AI) can be vital for marketing because it enables the creation of personalized content and optimizes ad targeting with predictive analytics. LLMs don’t have straightforward automatic evaluation techniques. Therefore, human evaluation was required for insights generated by the LLM.

Generative AI 123

Generative AI Artificial Inteligence Data AWS 123

AWS Machine Learning - AI

APRIL 22, 2025

MediaLive also extracts the audio-only output and stores it in an Amazon Simple Storage Service (Amazon S3) bucket, facilitating a subsequent postprocessing workflow. A serverless, event-driven workflow using Amazon EventBridge and AWS Lambda automates the post-event processing.

Media 85

Media Knowledge Base AWS Systems Review 85

AWS Machine Learning - AI

MARCH 7, 2025

Solution overview The policy documents reside in Amazon Simple Storage Service (Amazon S3) storage. In the future, Verisk intends to use the Amazon Titan Embeddings V2 model. The user can pick the two documents that they want to compare. Vaibhav Singh is a Product Innovation Analyst at Verisk, based out of New Jersey.

Generative AI 104

Generative AI Technical Review Insurance Policies 104

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. For direct device actions like start, stop, or reboot, we use the action-on-device action group, which invokes a Lambda function.

Artificial Inteligence 137

Artificial Inteligence Lambda Knowledge Base IoT 137

AWS Machine Learning - AI

MAY 7, 2024

A more efficient way to manage meeting summaries is to create them automatically at the end of a call through the use of generative artificial intelligence (AI) and speech-to-text technologies. The Hugging Face containers host a large language model (LLM) from the Hugging Face Hub.

Artificial Inteligence 132

Artificial Inteligence Meeting AWS Generative AI 132

Cloudera

JANUARY 6, 2021

Python is used extensively among Data Engineers and Data Scientists to solve all sorts of problems from ETL/ELT pipelines to building machine learning models. Apache HBase is an effective data storage system for many workflows but accessing this data specifically through Python can be a struggle. Introduction.

Machine Learning 133

Machine Learning Artificial Inteligence Data Applications 133

AWS Machine Learning - AI

FEBRUARY 19, 2024

Chatbots use the advanced natural language capabilities of large language models (LLMs) to respond to customer questions. They can understand conversational language and respond naturally. It augments prompts with these relevant chunks to generate an answer using the LLM.

Knowledge Base 135

Knowledge Base Artificial Inteligence Applications Lambda 135

AWS Machine Learning - AI

NOVEMBER 22, 2024

Instead of handling all items within a single execution, Step Functions launches a separate execution for each item in the array, letting you concurrently process large-scale data sources stored in Amazon Simple Storage Service (Amazon S3), such as a single JSON or CSV file containing large amounts of data, or even a large set of Amazon S3 objects.

Generative AI 101

Generative AI AWS Technical Review Backup 101

AWS Machine Learning - AI

MARCH 20, 2025

Amazon Bedrock offers fine-tuning capabilities that allow you to customize these pre-trained models using proprietary call transcript data, facilitating high accuracy and relevance without the need for extensive machine learning (ML) expertise.

Generative AI 95

Generative AI Artificial Inteligence Metrics AWS 95

AWS Machine Learning - AI

SEPTEMBER 12, 2024

BGE Large overview The embedding model BGE Large stands for BAAI general embedding large. It’s developed by BAAI and is designed to enhance retrieval capabilities within large language models (LLMs). The endpoint sends the request to the SageMaker JumpStart model.

Artificial Inteligence 134

Artificial Inteligence Applications Generative AI AWS 134

AWS Machine Learning - AI

JUNE 26, 2024

Artificial intelligence (AI)-powered assistants can boost the productivity of a financial analysts, research analysts, and quantitative trading in capital markets by automating many of the tasks, freeing them to focus on high-value creative work. Pass the results with the prompt to an LLM within Amazon Bedrock.

Artificial Inteligence 136

Artificial Inteligence Research Knowledge Base Applications 136

AWS Machine Learning - AI

JULY 10, 2024

Now that you understand the concepts for semantic and hierarchical chunking, in case you want to have more flexibility, you can use a Lambda function for adding custom processing logic to chunks such as metadata processing or defining your custom logic for chunking. Make sure to create the Lambda layer for the specific open source framework.

Knowledge Base 136

Knowledge Base Artificial Inteligence Lambda Applications 136

AWS Machine Learning - AI

MARCH 15, 2024

Fortunately, with the advent of generative AI and large language models (LLMs) , it’s now possible to create automated systems that can handle natural language efficiently, and with an accelerated on-ramping timeline. This can be done with a Lambda layer or by using a specific AMI with the required libraries.

Generative AI 139

Generative AI Lambda AWS Artificial Inteligence 139

AWS Machine Learning - AI

SEPTEMBER 12, 2024

In this post, we discuss how generative artificial intelligence (AI) can help health insurance plan members get the information they need. A pre-configured prompt template is used to call the LLM and generate a valid SQL query. This step also checks if no data or too many rows are returned by the query.

Generative AI 128

Generative AI Healthcare Artificial Inteligence Insurance 128

AWS Machine Learning - AI

MAY 22, 2024

Using machine learning (ML) and natural language processing (NLP) to automate product description generation has the potential to save manual effort and transform the way ecommerce platforms operate. BLIP-2 consists of three models: a CLIP-like image encoder, a Querying Transformer (Q-Former) and a large language model (LLM).

Fashion 136

Fashion Artificial Inteligence Generative AI AWS 136

AWS Machine Learning - AI

JULY 15, 2024

In this post we show you how Mixbook used generative artificial intelligence (AI) capabilities in AWS to personalize their photo book experiences—a step towards their mission. The raw photos are stored in Amazon Simple Storage Service (Amazon S3). Data intake A user uploads photos into Mixbook.

Generative AI 121

Generative AI Artificial Inteligence AWS Technical Review 121

AWS Machine Learning - AI

MAY 15, 2024

With that goal, Amazon Ads has used artificial intelligence (AI), applied science, and analytics to help its customers drive desired business outcomes for nearly two decades. Next, we present the solution architecture and process flows for machine learning (ML) model building, deployment, and inferencing.

Generative AI 132

Generative AI Artificial Inteligence Advertising Technical Review 132

AWS Machine Learning - AI

SEPTEMBER 25, 2024

In the realm of generative artificial intelligence (AI) , Retrieval Augmented Generation (RAG) has emerged as a powerful technique, enabling foundation models (FMs) to use external knowledge sources for enhanced text generation. The user query and the relevant information are both given to the large language model (LLM).

Knowledge Base 119

Knowledge Base Artificial Inteligence Analysis AWS 119

AWS Machine Learning - AI

MAY 21, 2024

For several years, we have been actively using machine learning and artificial intelligence (AI) to improve our digital publishing workflow and to deliver a relevant and personalized experience to our readers. Our CMS backend Nova is implemented using Amazon API Gateway and several AWS Lambda functions.

Generative AI 140

Generative AI Artificial Inteligence AWS Advertising 140

AWS Machine Learning - AI

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.

Generative AI 129

Generative AI Artificial Inteligence AWS Government 129