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. Lambda will horizontally scale precisely when we need it to a massive extent.

Lambda 52

Lambda Software Review AWS Serverless 52

AWS Machine Learning - AI

MAY 7, 2024

Generative AI CDK Constructs , an open-source extension of AWS CDK, provides well-architected multi-service patterns to quickly and efficiently create repeatable infrastructure required for generative AI projects on AWS. Transcripts are then stored in the project’s S3 bucket under /transcriptions/TranscribeOutput/.

Artificial Inteligence 131

Artificial Inteligence Meeting AWS Generative AI 131

AWS Machine Learning - AI

MARCH 7, 2025

Solution overview The policy documents reside in Amazon Simple Storage Service (Amazon S3) storage. This action invokes an AWS Lambda function to retrieve the document embeddings from the OpenSearch Service database and present them to Anthropics Claude 3 Sonnet FM, which is accessed through Amazon Bedrock.

Generative AI 97

Generative AI Technical Review Insurance Policies 97

AWS Machine Learning - AI

AUGUST 15, 2024

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. Users can also send requests to this Lambda function through Amazon Alexa devices.

Artificial Inteligence 126

Artificial Inteligence Generative AI Knowledge Base Lambda 126

CloudGeometry

FEBRUARY 7, 2022

Additional Isolation Options – Supplementary isolation approaches focused on compute and data Storage considerations. Isolation vs. Authentication & Authorization Isolation is a fundamental choice in a SaaS architecture because security and reliability are not a single construct. Let’s take a closer look.

Architecture 130

Architecture Policies Resources Construction 130

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. Lambda will horizontally scale precisely when we need it to a massive extent.

Lambda 40

Lambda Software Review AWS Serverless 40

AWS Machine Learning - AI

SEPTEMBER 6, 2024

Understanding the intrinsic value of data network effects, Vidmob constructed a product and operational system architecture designed to be the industry’s most comprehensive RLHF solution for marketing creatives. Dynamo DB stores the query and the session ID, which is then passed to a Lambda function as a DynamoDB event notification.

Generative AI 123

Generative AI Artificial Inteligence Data AWS 123

AWS Machine Learning - AI

OCTOBER 24, 2024

The CloudFormation template also provides the required AWS Identity and Access Management (IAM) access to set up the vector database, SageMaker resources, and AWS Lambda Acquire access to models hosted on Amazon Bedrock. Create and associate an action group with an API schema and a Lambda function. Delete the Lambda function.

Generative AI 97

Generative AI Artificial Inteligence Applications Knowledge Base 97

AWS Machine Learning - AI

JUNE 21, 2024

eSentire has over 2 TB of signal data stored in their Amazon Simple Storage Service (Amazon S3) data lake. This system uses AWS Lambda and Amazon DynamoDB to orchestrate a series of LLM invocations. A foundation model (FM) is an LLM that has undergone unsupervised pre-training on a corpus of text.

Artificial Inteligence 126

Artificial Inteligence Generative AI AWS Serverless 126

Linux Academy

DECEMBER 5, 2019

For storage-intensive workloads, AWS Customers will have an opportunity to use smaller instance sizes and still meet EBS-optimized instance performance requirements, thereby saving costs. Analysts can use familiar SQL constructs to JOIN data across multiple data sources.

AWS 19

AWS Machine Learning Artificial Inteligence Linux 19

Altexsoft

JUNE 1, 2020

This data can come from multiple sources and doesn’t require any processing or transformation before storage. Next, the data is loaded, as-is, into the data lake or storage resource. You can also choose to construct a data lake that is customized to your needs by selecting and integrating services although this requires more expertise.

Data 69

Data Cloud Azure Technical Review 69

AWS Machine Learning - AI

OCTOBER 2, 2024

You can securely integrate and deploy generative AI capabilities into your applications using services such as AWS Lambda , enabling seamless data management, monitoring, and compliance (for more details, see Monitoring and observability ). You can enable invocation logging through either the AWS Management Console or the API.

Generative AI 127

Generative AI Artificial Inteligence AWS Government 127

Mobilunity

MAY 2, 2025

Another example is accidentally provisioning premium instances or storage options that arent needed for your workload. Retailers, for example, often see higher traffic and thus compute and storage costs during holidays. EC2, S3, Lambda) that adapt to weekly and monthly patterns to minimize false positives.

Cloud 40

Cloud Google Cloud Systems Review Budget 40

O'Reilly Media - Ideas

JANUARY 14, 2020

While AWS Lambda is viewed as the specific technology that kicked off the movement, other vendors offer platforms for reducing operational overhead. Serverless offerings tend to fall into two types: Backends as a Service (BaaS) - BaaS provides serverless approaches to handle things like storage, authentication, and user management.

Serverless 56

Serverless Lambda AWS Architecture 56

AWS Machine Learning - AI

SEPTEMBER 12, 2024

Solution overview You will construct a RAG QnA system on a SageMaker notebook using the Llama3-8B model and BGE Large embedding model. The following diagram illustrates the step-by-step architecture of this solution, which is described in the following sections.

Artificial Inteligence 134

Artificial Inteligence Applications Generative AI AWS 134

AWS Machine Learning - AI

APRIL 8, 2024

load_data() Build the index: The key feature of LlamaIndex is its ability to construct organized indexes over data, which is represented as documents or nodes. tools = [ Tool( name="Pressrelease", func=lambda q: str(index.as_query_engine().query(q)), The indexing facilitates efficient querying over the data.

Artificial Inteligence 121

Artificial Inteligence Applications Knowledge Base AWS 121

Honeycomb

JANUARY 18, 2024

Even a span event may make too much noise and cost too much in storage! These often come from the settings of your service, or perhaps the event to your Lambda function. If you’ve written code to construct the attribute name, you’ve probably done the wrong thing. cloud.region , tenant.id , user.id ). i-00feb7d6aa65a8706.instance.name

Microservices 72

Microservices Weak Development Team AWS Engineering 72

O'Reilly Media - Ideas

MAY 19, 2020

So we constructed a survey and ran it earlier this year: from January 9th through January 31st, 2020. Interestingly, multi-cloud, or the use of multiple cloud computing and storage services in a single homogeneous network architecture, had the fewest users (24% of the respondents). All told, we received 1,283 responses.

Cloud 144

Cloud Microservices Serverless Survey 144

Tamnoon

APRIL 30, 2025

For example, a data science OU could be limited to read-only access to Athena and specific S3 buckets. { "Effect": "Allow", "Action": [ "athena:GetQueryResults", "athena:StartQueryExecution", "s3:GetObject" ], "Resource": "*" } This keeps experimentation isolated to analytics tools without opening write access to infrastructure or storage.

AWS 52

AWS Policies Software Review Resources 52

CIO

MARCH 12, 2025

In addition to flexible and quickly available computing and storage infrastructure, the cloud promises a wide range of services that make it easy to set up and operate digital business processes. However, to accommodate the ever-increasing amounts of data, the project team is integrating AWS S3 and Azure Blob Storage.

Azure 136

Azure Weak Development Team Lambda AWS 136

AWS Machine Learning - AI

MARCH 11, 2025

The picture taken by the user is stored in an Amazon Simple Storage Service (Amazon S3) This S3 bucket should be configured with a lifecycle policy that deletes the image after use. To learn more about S3 lifecycle policies, see Managing your storage lifecycle.

Lambda 106

Lambda AWS Architecture Training 106

AWS Machine Learning - AI

NOVEMBER 20, 2024

The workflow to populate the knowledge base consists of the following steps, as noted in the architecture diagram: The user uploads company- and domain-specific information, like policy manuals, to an Amazon Simple Storage (Amazon S3) bucket. Amazon S3 invokes an AWS Lambda function to synchronize the data source with the knowledge base.

Knowledge Base 111

Knowledge Base Lambda Artificial Inteligence AWS 111

AWS Machine Learning - AI

APRIL 24, 2025

Enterprise-scale data presents specific challenges for NL2SQL, including the following: Complex schemas optimized for storage (and not retrieval) Enterprise databases are often distributed in nature and optimized for storage and not for retrieval. The solution uses the data domain to construct prompt inputs for the generative LLM.

Artificial Inteligence 106

Artificial Inteligence Enterprise Generative AI Technical Review 106

AWS Machine Learning - AI

APRIL 14, 2025

If a query execution fails, the agent can analyze the error messages returned by AWS Lambda and automatically retries the modified query when appropriate. The Lambda function sends the query to Athena to execute. The Lambda function retrieves and processes the results.

Enterprise 82

Enterprise Lambda Generative AI Artificial Inteligence 82

AWS Machine Learning - AI

NOVEMBER 21, 2024

Core components of the RAG system Amazon Simple Storage Service (Amazon S3): Amazon S3 serves as the primary storage for source data. AWS Lambda : Provides the serverless compute environment for running backend operations without provisioning or managing servers, which scales automatically with the application’s demands.

AWS 79

AWS Lambda Generative AI Artificial Inteligence 79

AWS Machine Learning - AI

NOVEMBER 27, 2024

Players can choose from the following list of opponents: Generative AI models available on Amazon Bedrock Custom fine-tuned models deployed to Amazon Bedrock Chess engines Human opponents Random moves An infrastructure as code (IaC) approach was taken when constructing this project.

Artificial Inteligence 124

Artificial Inteligence IoT AWS Generative AI 124