AWS Machine Learning - AI

MAY 17, 2024

In this blog post, you will learn about prompt chaining, how to break a complex task into multiple tasks to use prompt chaining with an LLM in a specific order, and how to involve a human to review the response generated by the LLM. For most reviews, the system auto-generates a reply using an LLM.

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Xebia

OCTOBER 23, 2024

Region Evacuation with DNS Approach: Our third post discussed deploying web server infrastructure across multiple regions and reviewed the DNS regional evacuation approach using AWS Route 53. In the following sections we will review this step-by-step region evacuation example. HTTP Response code: 200. Explore the details here.

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Hacker Earth Developers Blog

MARCH 3, 2020

It exists in variants that target the JVM (Kotlin/JVM), JavaScript (Kotlin/JS), and Native code (Kotlin/Native). Concise : Kotlin drastically reduces the amount of boilerplate code. The fewer lines of code mean that you spend less time to write, read, and debug the code. Why Kotlin? val name: String? fun onLoad() {.

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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 user sends a question (NLQ) as a JSON event.

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AWS Machine Learning - AI

AUGUST 13, 2024

Handling large volumes of data, extracting unstructured data from multiple paper forms or images, and comparing it with the standard or reference forms can be a long and arduous process, prone to errors and inefficiencies. The SQS message invokes an AWS Lambda The Lambda function is responsible for processing the new form data.

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Linux Academy

APRIL 13, 2019

A simple way to achieve this is to use an Amazon CloudWatch Events rule to trigger an AWS Lambda function daily. In this hands-on AWS lab, you will write a Lambda function in Python using the Boto3 library. Setting this up requires configuring an IAM role, setting a CloudWatch rule, and creating a Lambda function. every 1 day).

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Lambda Backup AWS Software Review 68

AWS Machine Learning - AI

JULY 3, 2024

These models demonstrate impressive performance in question answering, text summarization, code, and text generation. The use cases can range from medical information extraction and clinical notes summarization to marketing content generation and medical-legal review automation (MLR process).

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AWS Machine Learning - AI

NOVEMBER 7, 2024

The Lambda function runs the database query against the appropriate OpenSearch Service indexes, searching for exact matches or using fuzzy matching for partial information. The Lambda function processes the OpenSearch Service results and formats them for the Amazon Bedrock agent. Python 3.9 or later Node.js

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AWS Machine Learning - AI

NOVEMBER 26, 2024

Conversely, a cache collision happens when multiple prompts are mapped to the same cache location due to similarities in their semantic features. The Lambda function, acting as the cache manager, prompts an LLM for a new generation due to a lack of cache hits given the similarity threshold.

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Honeycomb

MAY 18, 2022

In this post, I’ll show you how using Honeycomb, we can quickly pinpoint the source of our status codes, so we know what’s happening and whether our team should drop everything to work on a fix. . This post will walk you through how to: Surface issues from ALB/ELB status codes. A Honeycomb API key ( create a free account ) .

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AWS Machine Learning - AI

FEBRUARY 6, 2024

Users can quickly review and adjust the computer-generated reports before submission. Solution overview Accenture built an AI-based solution that automatically generates a CTD document in the required format, along with the flexibility for users to review and edit the generated content​. The response data is stored in DynamoDB.

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AWS Machine Learning - AI

FEBRUARY 11, 2025

Step Functions orchestrates AWS services like AWS Lambda and organization APIs like DataStore to ingest, process, and store data securely. The workflow includes the following steps: The Prepare Map Input Lambda function prepares the required input for the Map state. The fetched data is put into an S3 data store bucket for processing.

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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.

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Lambda AWS Serverless Software Review 58

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.

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AWS Machine Learning - AI

NOVEMBER 18, 2024

The newly announced Amazon Titan Image Generator G1 v2 expands its initial version by allowing you to guide image creation using reference images, edit existing visuals, remove backgrounds, generate image variations, and securely customize the model to maintain brand style and subject consistency. Anthropic Claude 3.5 Anthropic’s Claude 3.5

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CIO

NOVEMBER 2, 2023

Awareness of FinOps practices and the maturity of software that can automate cloud optimization activities have helped enterprises get a better understanding of key cost drivers,” McCarthy says, referring to the practice of blending finance and cloud operations to optimize cloud spend. year over year in 2023, which is down from the 27.6%

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AWS Machine Learning - AI

FEBRUARY 19, 2024

For more details, refer to the Primer on Retrieval Augmented Generation, Embeddings, and Vector Databases section in Preview – Connect Foundation Models to Your Company Data Sources with Agents for Amazon Bedrock. For more information, refer to Model access. You will use this Lambda layer code later to create the Lambda function.

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Xebia

SEPTEMBER 2, 2024

Throughout my career, I’ve made and reviewed thousands of pull requests. While the code is often clean and functional, I’ve noticed it could be even better if developers were more familiar with some of Kotlin’s advanced language features and libraries. hashCode() pair. toString() of the form Person(name=John, age=42).

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Xebia

MAY 21, 2024

Modernizing on AWS refers to migrating and transforming traditional applications, workloads, and infrastructure to leverage the benefits of cloud computing and AWS services. Serverless Computing: Serverless computing allows developers to focus on writing code without worrying about infrastructure management.

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AWS Machine Learning - AI

SEPTEMBER 20, 2024

These agents help users complete actions based on organizational data and user input, orchestrating interactions between foundation models (FMs), data sources, software applications, and user conversations. The following GitHub repository contains the Python AWS CDK code to deploy the same example.

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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. 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.

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AWS Machine Learning - AI

OCTOBER 24, 2024

In this post, we set up an agent using Amazon Bedrock Agents to act as a software application builder assistant. Solution overview Typically, a three-tier software application has a UI interface tier, a middle tier (the backend) for business APIs, and a database tier. Explain the following code in lucid, natural language to me.

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AWS Machine Learning - AI

NOVEMBER 7, 2024

In the first part of the series, we showed how AI administrators can build a generative AI software as a service (SaaS) gateway to provide access to foundation models (FMs) on Amazon Bedrock to different lines of business (LOBs). It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker.

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AWS Machine Learning - AI

DECEMBER 22, 2023

Solution code and deployment assets can be found in the GitHub repository. Amazon Lex then invokes an AWS Lambda handler for user intent fulfillment. The Lambda function associated with the Amazon Lex chatbot contains the logic and business rules required to process the user’s intent.

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Xebia

MARCH 21, 2023

A Lambda function or EC2 instance that can communicate with the VPC endpoint and Neptune. If you use a Lambda function (and you should ), you can use any language you feel comfortable with. You can do this from the Lambda function or an EC2 instance. A cell can be a code cell, a Markdown cell, or a raw NBConvert.

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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. On the SageMaker console, choose Create labeling job.

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CircleCI

JULY 22, 2022

The launch template and Auto Scaling group will be used to launch instances based on the queue depth (the number of jobs in the queue) value provided by the runner API for a given runner resource class — all triggered by a Lambda function that checks the API periodically. Step 7: Review. Review your configuration and save it.

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AWS Machine Learning - AI

FEBRUARY 8, 2024

The code and resources required for deployment are available in the amazon-bedrock-examples repository. Each action group can specify one or more API paths, whose business logic is run through the AWS Lambda function associated with the action group. The schema allows the agent to reason around the function of each API.

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AWS Machine Learning - AI

SEPTEMBER 13, 2024

This could be Amazon Elastic Compute Cloud (Amazon EC2), AWS Lambda , AWS SDK , Amazon SageMaker notebooks, or your workstation if you are doing a quick proof of concept. For the purpose of this post, this code is running on a t3a.micro EC2 instance with Amazon Linux 2023. The following diagram illustrates the solution architecture.

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CircleCI

AUGUST 12, 2022

This tutorial covers: Defining your AWS CDK application and the AWS Lambda handler. Instead of deploying your cloud resources manually, you can use a solution like Terraform or AWS CDK that lets you manage your infrastructure code programmatically. on your system to define your AWS CDK application and the AWS Lambda handler.

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AWS Machine Learning - AI

NOVEMBER 14, 2024

In this post, we provide a step-by-step guide with the building blocks needed for creating a Streamlit application to process and review invoices from multiple vendors. The results are shown in a Streamlit app, with the invoices and extracted information displayed side-by-side for quick review.

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CircleCI

AUGUST 17, 2022

Adding a Lambda authorizer and defining CDK constructs. You can also learn how to automate AWS Lambda function deployments to AWS CDK. AWS CDK is an infrastructure as code (IaC) solution, similar to Terraform , that lets you use the expressive power of object-oriented programming languages to define your cloud resources.

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Lambda AWS Construction Software 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.

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Honeycomb

FEBRUARY 22, 2022

If you need a refresher on the differences between observability and monitoring, I’ll refer you to pieces like this , this , and this. There are two kinds of workloads, roughly speaking: your code —the code you write, review, ship, debug and maintain on a daily basis. That is why your code demands observability.

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Apiumhub

SEPTEMBER 27, 2023

When ‘edge’ is mentioned, it can refer to a few, quite different concepts: it can refer to “edge location”, or “edge runtime”, or even “edge functions” Let’s go through each, and see what exactly it means. We’ll have to convert our code either to TypeScript, or Javascript.

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Xebia

MARCH 10, 2023

And even now I have some experience, every once in a while, when conducting a Kotlin training or when on a Kotlin assignment, I encounter situations where I simply cannot explain why the code doesn’t work the way I intended. Or maybe even worse: I can’t explain why the code DOES work. Consider the code below. Hello World!

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AWS Machine Learning - AI

NOVEMBER 13, 2024

An AWS Lambda function is invoked when new documents are added to the Amazon Simple Storage Service (Amazon S3) bucket. The analysis results are returned to the S3 bucket through a Lambda function and stored there. This is often necessary due to messiness and inconsistencies in real-world data.

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