Xebia

JANUARY 19, 2023

The following is a review of the book Fundamentals of Data Engineering by Joe Reis and Matt Housley, published by O’Reilly in June of 2022, and some takeaway lessons. This book is as good for a project manager or any other non-technical role as it is for a computer science student or a data engineer.

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Data Engineering Engineering Data Technical Review 130

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 118

Generative AI AWS Lambda Authentication 118

AWS Machine Learning - AI

NOVEMBER 19, 2024

AI-powered email processing engine – Central to the solution, this engine uses AI to analyze and process emails. The AI engine accesses this resource to pull relevant information needed to effectively address customer inquiries. When a customer sends an email, WorkMail receives it and invokes the next component in the workflow.

Knowledge Base 87

Knowledge Base Generative AI Technical Review Lambda 87

AWS Machine Learning - AI

JANUARY 13, 2025

The solution consists of the following steps: Relevant documents are uploaded and stored in an Amazon Simple Storage Service (Amazon S3) bucket. The text extraction AWS Lambda function is invoked by the SQS queue, processing each queued file and using Amazon Textract to extract text from the documents.

Education 90

Education Report Technical Review Generative AI 90

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. Prompt engineering is typically an iterative process, and teams experiment with different techniques and prompt structures until they reach their target outcomes. They’re illustrated in the following figure.

Generative AI 101

Generative AI AWS Enterprise Artificial Inteligence 101

AWS Machine Learning - AI

NOVEMBER 21, 2024

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. Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow. On the SageMaker console, choose Create labeling job.

Video 82

Video Lambda AWS Generative AI 82

AWS Machine Learning - AI

MARCH 18, 2025

Audio-to-text transcription The recorded audio files are securely transmitted to a speech-to-text engine, which converts the spoken words into text format. Data consolidation The transcribed patient reports are consolidated into a structured database, enabling efficient storage, retrieval, and analysis. Choose Test. Choose Test.

Artificial Inteligence 98

Artificial Inteligence Technical Review Healthcare Systems Review 98

AWS Machine Learning - AI

FEBRUARY 25, 2025

Error retrieval and context gathering The Amazon Bedrock agent forwards these details to an action group that invokes the first AWS Lambda function (see the following Lambda function code ). This contextual information is then sent back to the first Lambda function. Provide the troubleshooting steps to the user.

Lambda 61

Lambda Generative AI AWS Software Review 61

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. Yanyan graduated from Texas A&M University with a PhD in Electrical Engineering.

Generative AI 99

Generative AI Applications AWS Knowledge Base 99

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 94

Generative AI Technical Review Software Review Systems Review 94

AWS Machine Learning - AI

NOVEMBER 14, 2024

It enables you to privately customize the FM of your choice with your data using techniques such as fine-tuning, prompt engineering, and retrieval augmented generation (RAG) and build agents that run tasks using your enterprise systems and data sources while adhering to security and privacy requirements.

Artificial Inteligence 99

Artificial Inteligence Generative AI Travel AWS 99

AWS Machine Learning - AI

JULY 11, 2024

Agents for Amazon Bedrock automates the prompt engineering and orchestration of user-requested tasks. Diagram analysis and query generation : The Amazon Bedrock agent forwards the architecture diagram location to an action group that invokes an AWS Lambda. This gives your agent access to required services, such as Lambda.

Software Review 123

Software Review Infrastructure Lambda Generative AI 123

AWS Machine Learning - AI

MARCH 15, 2024

In this post, we show you how to build a speech-capable order processing agent using Amazon Lex, Amazon Bedrock, and AWS Lambda. A Lambda function pulls the appropriate prompt template from the Lambda layer and formats model prompts by adding the customer input in the associated prompt template. awscli>=1.29.57

Generative AI 132

Generative AI Lambda AWS Artificial Inteligence 132

CIO

NOVEMBER 2, 2023

After being in cloud and leveraging it better, we are able to manage compute and storage better ourselves,” said the CIO, who notes that vendors are not cutting costs on licenses or capacity but are offering more guidance and tools. He went with cloud provider Wasabi for those storage needs. “We

Strategy 211

Strategy Cloud Data Center Budget 211

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. Anthropic Claude v2.1

Artificial Inteligence 122

Artificial Inteligence Lambda Knowledge Base IoT 122

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. Additionally, it offers beginner cloud engineers initial script drafts as standard templates to build upon, facilitating their IaC learning journey. Access to Amazon Bedrock models.

AWS 118

AWS Applications Lambda Knowledge Base 118

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. Amazon Bedrock saves the request and completion (response) in Amazon Simple Storage Service (Amazon S3) as the per configuration of invocation logging.

Artificial Inteligence 125

Artificial Inteligence AWS Lambda Metrics 125

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.

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Lambda Software Review AWS Serverless 52

Kaseya

MAY 13, 2021

As the name suggests, a cloud service provider is essentially a third-party company that offers a cloud-based platform for application, infrastructure or storage services. In a public cloud, all of the hardware, software, networking and storage infrastructure is owned and managed by the cloud service provider. What Is a Public Cloud?

Google Cloud 122

Google Cloud Azure AWS Cloud 122

The Crazy Programmer

SEPTEMBER 25, 2023

Get 1 GB of free storage. Try Render Vercel Earlier known as Zeit, the Vercel app acts as the top layer of AWS Lambda which will make running your applications easy. With the Google App Engine, developers can focus more on writing down code without worrying about managing its underlying infrastructure.

Serverless 180

Serverless AWS Google Cloud Azure 180

AWS Machine Learning - AI

AUGUST 21, 2024

You can apply robust prompt engineering techniques to instruct the model to perform your specified actions to minimize any bias or hallucinations in the response, and have the output in the specific format required. This bucket will have event notifications enabled to invoke an AWS Lambda function to process the objects created or updated.

Technical Review 117

Technical Review Software Review Systems Review Generative AI 117

AWS Machine Learning - AI

JULY 15, 2024

The raw photos are stored in Amazon Simple Storage Service (Amazon S3). Aurora MySQL serves as the primary relational data storage solution for tracking and recording media file upload sessions and their accompanying metadata. S3, in turn, provides efficient, scalable, and secure storage for the media file objects themselves.

Generative AI 112

Generative AI Artificial Inteligence AWS Technical Review 112

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 78

Generative AI Technical Review Insurance Policies 78

CIO

MARCH 6, 2023

The speed of innovation is really starting to accelerate,” says Jefferson Frazer, director of edge compute, delivery, and storage at Shutterstock, which is headquartered in the Empire State Building. “If Storage intelligence, for example, has reduced the duplication of images, an issue that occurs after acquisitions.

Artificial Inteligence 133

Artificial Inteligence Generative AI Storage AWS 133

Honeycomb

JANUARY 10, 2020

We’re big fans of AWS Lambda at Honeycomb. As you may have read , we recently made some major improvements to our storage engine by leveraging Lambda to process more data in less time. Making a change to a complex system like our storage engine is daunting, but can be made less so with good instrumentation and tracing.

Lambda 52

Lambda Examples Serverless AWS 52

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. spark = SparkSession. .builder.

Machine Learning 133

Machine Learning Artificial Inteligence Data Applications 133

AWS Machine Learning - AI

JULY 3, 2024

Amazon Lambda : to run the backend code, which encompasses the generative logic. Amazon Simple Storage Service (S3) : for documents and processed data caching. In step 3, the frontend sends the HTTPS request via the WebSocket API and API gateway and triggers the first Amazon Lambda function.

Artificial Inteligence 116

Artificial Inteligence Generative AI Lambda Healthcare 116

AWS Machine Learning - AI

MAY 14, 2024

Build an offline human feedback workflow In this scenario, we assume that the chat transcripts are stored in an Amazon Simple Storage Service (Amazon S3) bucket in JSON format, a typical chat transcript format, for the human experts to provide annotations and labels on each LLM response. Here, we use the on-demand option.

Generative AI 103

Generative AI Artificial Inteligence AWS Applications 103

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

OCTOBER 15, 2024

These techniques include chain-of-thought prompting , zero-shot prompting , multishot prompting , few-shot prompting , and model-specific prompt engineering guidelines (see Anthropic Claude on Amazon Bedrock prompt engineering guidelines). Create and associate a Lambda function to handle the action’s logic.

Lambda 85

Lambda Knowledge Base AWS Generative AI 85

AWS Machine Learning - AI

MAY 15, 2024

Here, Amazon SageMaker Ground Truth allowed ML engineers to easily build the human-in-the-loop workflow (step v). The request is then processed by AWS Lambda , which uses AWS Step Functions to orchestrate the process (step 2). Christopher de Beer is a senior software development engineer at Amazon located in Edinburgh, UK.

Generative AI 117

Generative AI Artificial Inteligence Advertising Technical Review 117

AWS Machine Learning - AI

AUGUST 15, 2024

With prompt engineering, managed RAG workflows, and access to multiple FMs, you can provide your customers rich, human agent-like experiences with precise answers. The Content Designer AWS Lambda function saves the input in Amazon OpenSearch Service in a questions bank index.

Artificial Inteligence 116

Artificial Inteligence Generative AI Knowledge Base Lambda 116

Honeycomb

SEPTEMBER 9, 2022

Our data storage has two tiers: hot data, stored on the query engine hosts, and cold data, stored in S3 and queried via AWS Lambda. Hot storage is usually reserved for recent data, and cold storage for older data. That was where all the Lambda capacity was going. The incident. A resurgence, then resolution.

Systems Review 64

Systems Review Technical Review Software Review Lambda 64

Honeycomb

SEPTEMBER 9, 2022

Our data storage has two tiers: hot data, stored on the query engine hosts, and cold data, stored in S3 and queried via AWS Lambda. Hot storage is usually reserved for recent data, and cold storage for older data. That was where all the Lambda capacity was going. The incident. A resurgence, then resolution.

Systems Review 64

Systems Review Technical Review Software Review Lambda 64

Stacks on Stacks

NOVEMBER 29, 2018

Lambda layers and runtime API are two new feature of AWS Lambda which open up fun possibilities for customizing the Lambda runtime and enable decreased duplication of code across Lambda functions. Layers is aimed at a common pain point teams hit as the number of Lambdas in their application grows. function code.

Lambda 40

Lambda Serverless AWS Continuous Delivery 40

AWS Machine Learning - AI

FEBRUARY 19, 2024

The integration of retrieval and generation also requires additional engineering effort and computational resources. Upload the knowledgebase-lambdalayer.zip file available under the /lambda/layer folder in the GitHub repo you cloned earlier and choose Upload. You will use this Lambda layer code later to create the Lambda function.

Knowledge Base 110

Knowledge Base Artificial Inteligence Applications Lambda 110

AWS Machine Learning - AI

MAY 7, 2024

The workflow consists of the following steps: The user uploads the meeting recording as an audio or video file to the project’s Amazon Simple Storage Service (Amazon S3) bucket, in the /recordings folder. About the Authors Gabriel Rodriguez Garcia is a Machine Learning engineer at AWS Professional Services in Zurich.

Artificial Inteligence 119

Artificial Inteligence Meeting AWS Generative AI 119