AWS Machine Learning Blog

MAY 15, 2024

The S3 bucket is configured using event notification. Before creating the questions - Analyze the book found between tags, to identify distinct chapters, sections, or themes for question generation. - through Amazon Route 53 , which redirects the request to the Application Load Balancer (ALB). TakeExamCallbackURL="take-exam.

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Dataconomy

JANUARY 17, 2024

Samsung Galaxy S24 series: Price Here’s a detailed breakdown of the prices for each model in the Samsung Galaxy S24 series: Galaxy S24: Configuration: 8GB RAM, 128GB Storage Price: $799.99 Galaxy S24 Plus: Configuration: 12GB RAM, 256GB Storage Price: $999.99 and the S24 Plus at $999.99.

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AWS Machine Learning Blog

MARCH 12, 2024

On the Configure membership page, choose if you want to create the membership and collaboration now, or create the collaboration but activate your membership later. Specify any tags and who is paying for queries. Review the configuration and choose to either create the collaboration and membership now, or just the collaboration.

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AWS Machine Learning Blog

FEBRUARY 29, 2024

In this post, we present a framework for automating the creation of a directed acyclic graph (DAG) for Amazon SageMaker Pipelines based on simple configuration files. Configuration files (YAML and JSON) allow ML practitioners to specify undifferentiated code for orchestrating training pipelines using declarative syntax.

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AWS Machine Learning Blog

NOVEMBER 22, 2023

AWS provides tools such as Amazon CloudWatch , tags , and AWS CloudTrail to make it straightforward to accurately identify the cost and usage of workloads, make sure you utilize resources to measure return on investment (ROI), and enable workload owners to optimize their resources and reduce costs.

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Flipboard

MARCH 22, 2023

In this post, we show how to configure a new OAuth-based authentication feature for using Snowflake in Amazon SageMaker Data Wrangler. We also detail the steps that data scientists can take to configure the data flow, analyze the data quality, and add data transformations. Configure Snowflake. Configure SageMaker Studio.

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AWS Machine Learning Blog

JUNE 21, 2023

Lifecycle configurations are shell scripts triggered by Studio lifecycle events, such as starting a new Studio notebook. You can use lifecycle configurations to automate customization for your Studio environment. This file contains the SageMakerStudioLifeCycleConfig construct we use to set up and create lifecycle configurations.

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AWS Machine Learning Blog

MARCH 25, 2024

This content includes the security configuration and management tasks for the AWS services that you use. AWS KMS gives additional access controls because you have to have permissions to use the appropriate KMS keys in order to encrypt and decrypt objects in S3 buckets configured with SSE-KMS. Best Practice 6 – Use AWS monitoring tools.

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AWS Machine Learning Blog

APRIL 19, 2024

The Kubernetes Event Driven Autoscaler ( KEDA ) is configured to automatically scale the number of service pods, based on the custom metrics available in Prometheus. v1alpha5 kind: ClusterConfig metadata: name: do-eks-yaml-karpenter version: '1.28' region: us-west-2 tags: karpenter.sh/discovery:

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AWS Machine Learning Blog

FEBRUARY 14, 2024

Using this event message, the Lambda function dynamically retrieves the bot’s configured intents, intent description, and intent utterances and builds a prompt using LangChain , which is an open source machine learning (ML) framework that enables developers to integrate large language models (LLMs), data sources, and applications.

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IBM Data Science in Practice

FEBRUARY 5, 2023

They can create release tags for operations staff or CI/CD pipelines to consume. Consumers can extract code for a release tag from the repository. They can use runtimes environment configurations with large amounts of compute and memory if needed. Data scientists can release code via the project’s associated Git repository.

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IBM Data Science in Practice

NOVEMBER 24, 2023

We provide report configuration details on how to set up the customized container and pod usage reports in dashboards. Click to expand the CP4D section, then click the Kubernetes Container Usage — with tag selection row to see the graphs. Tag  — Enter or search for the addOnId of your service to filter to your service only (as needed).

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AWS Machine Learning Blog

OCTOBER 6, 2023

Furthermore, we discuss the diverse applications of these models, focusing particularly on several real-world scenarios, such as zero-shot tag and attribution generation for ecommerce and automatic prompt generation from images. This is where the power of auto-tagging and attribute generation comes into its own.

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phData

MARCH 29, 2024

With the Advisor tool, you can quickly and easily identify opportunities to improve the configuration, security, performance, and efficiency of your Snowflake environment. Furthermore, determining the best way to set these configurations for your account can be difficult without working on them.

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Dataconomy

DECEMBER 12, 2023

Here’s a more detailed breakdown of how the CS2 IP leak exploit worked: HTML injection vulnerability : The Panorama UI, responsible for the layout and design of CS2’s user interface, allowed developers to configure input fields to accept HTML without proper sanitization.

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AWS Machine Learning Blog

NOVEMBER 30, 2023

The SageMaker Python SDK is a high-level Python API that abstracts some of the steps and configuration, and makes it easier to deploy models. It will help you quickly deploy your own trained or foundational models (FMs) from Amazon SageMaker JumpStart with optimized configuration, and achieve predictable performance at the lowest cost.

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AWS Machine Learning Blog

APRIL 22, 2024

The drawback to this approach, however, is that user and group settings are duplicated across multiple instances in the cluster, making it difficult to configure them consistently on all instances, such as when a new team member joins. Review the configuration and pricing, then choose Create directory. Choose Next. Choose Next.

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Cambridge Intelligence

APRIL 4, 2023

Install the neo4j-driver node module, and then update the configuration to match the details you set up when you created the database in Neo4j AuraDB: npm install neo4j-driver Set up the express server by creating a server.js Browse to [link] This code configures an endpoint which hosts the HTML file. We’ll create a simple Node.js

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AWS Machine Learning Blog

JANUARY 9, 2024

In a channel, users can ask it questions in a new message, or tag it in an existing thread at any point, to provide additional data points, resolve a debate, or summarize the conversation and capture the next steps. You can also invite Amazon Q to participate in your team channels. Solution overview Amazon Q is amazingly powerful.

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IBM Journey to AI blog

DECEMBER 18, 2023

The main reason is cost: it takes a fair amount of resources in the form of compute and configurations to capture RUM data in real time. It all starts with configuration of a web property—whether that’s an application, service, or other content delivery mechanism. Synthetic data is a statistical representation of reality.

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Towards AI

AUGUST 17, 2023

Kustomize is used for managing configuration differences across environments. ├── infra │ ├── charts/ └── overlays ├── dev │ ├── patch-image.yaml └── production ├── patch-image.yaml └── patch-replicas.yaml Jenkins is used to continuously build new images in the development environment. ArgoCD runs the job before the synchronizing changes.

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Mlearning.ai

JULY 29, 2023

What I found to be the most configurable and stable approach for such a light workload is to containerize the application and deploy it to a fast, low-cost container running service, which can be scheduled easily with Azure Logic App. Tag and push this image to Azure Container Registry.

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IBM Journey to AI blog

NOVEMBER 29, 2023

For each Git commit, a container image is created, and a tag is assigned to the image based on the build number, timestamp and commit ID. This tagging system ensures the image’s traceability. The access privileges for the target cluster deployment are automatically configured using API tokens, which can be revoked.

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phData

JANUARY 19, 2024

If you find the system you’re looking for in this list, you can take it as an example to start configuring it to your specific needs. When you select a Flex connector from the list, you will be led to a wizard that will assist you in properly configuring it. Once you’ve finished configuring it, click the Send button to test it.

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AWS Machine Learning Blog

MAY 16, 2024

The initial role of EventBridge in our configuration was to invoke a Lambda function on the S3 object creation event when the preprocessing batch stored the training dataset in Amazon S3. Pass the necessary arguments to Lambda, such as instance_type , and use that information to create the endpoint configuration first. northeast-2.amazonaws.com/pytorch-inference:1.8.1-gpu-py3'

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AWS Machine Learning Blog

OCTOBER 26, 2023

This post shows you how to use the Amazon Kendra Drupal connector to configure the connector as a data source for your Amazon Kendra index and search your Drupal documents. Based on the configuration of the Drupal connector, you can synchronize the connector to crawl and index different types of Drupal content such as blogs and wikis.

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Mlearning.ai

FEBRUARY 28, 2023

The place we configure the Streamlit app is the app.py Then we use some built-in streamlit objects to configure the web app frontend: st.title: sets the webpage title st.text_area: outputs a text box, whose user’s input value is captured and passed as a string variable input_document. file inside streamlit folder. works, app.py

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AWS Machine Learning Blog

APRIL 23, 2024

Build a Docker image using the reference Dockerfile: docker build --network sagemaker --tag myflaskapp:v1 --file./Dockerfile. Re-tag the build as an ECR image and push. amazonaws.com/myflaskapp:v1 sagemaker-user@default:~$ docker image list REPOSITORY TAG IMAGE ID CREATED SIZE 123456789012.dkr.ecr.us-east-2.amazonaws.com/myflaskapp

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AWS Machine Learning Blog

APRIL 18, 2023

In this post, we demonstrate how to configure multiple data sources in Amazon Kendra to provide a central place to search across your document repository. The solution consists of the following steps: Create and configure an app on Microsoft Azure Portal and get the authentication credentials. For Role name , enter an IAM role name.

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AWS Machine Learning Blog

FEBRUARY 29, 2024

On the Configure stack options page, specify a stack name and any other options you want to set. This configures the plugin to retrieve real-time personalization results from Amazon Personalize for application during result processing. tag No None Specify an identifier for the processor. Launch the CloudFormation stack directly.

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Flipboard

NOVEMBER 24, 2023

This pattern is particularly trending with independent software vendors (ISVs) and software as a service (SaaS) ISVs due to their unique way of representing configurations through code and the desire to simplify the user experience for their customers. In the following improved prompt, notice the addition of examples enclosed in XML tags.

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Chatbots Life

JUNE 14, 2023

application running with the express framework thanks to this simple configuration. Integrating Kommunicate chatbot with express jS project To integrate kommunicate with express js, create a separate script file in the public javascript folder and call it using the script tag on the layout.pug file. file in the myapp directory.

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AWS Machine Learning Blog

MAY 30, 2023

You can also apply additional filters such as account number, Amazon Elastic Compute Cloud (Amazon EC2) instance type, cost allocation tag, Region, and more. You can also include cost-allocation tags in your query for an additional level of granularity. You can build custom queries to look up AWS CUR data using standard SQL.

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Smart Data Collective

FEBRUARY 3, 2022

One of the reasons is that the configuration and user interface is so intuitive and convenient. If you are a Data Scientist or Big Data Engineer, you probably find the Data Science environment configuration painful. Further, each Docker image is tagged, so that your team members remain consistent of the version being used.

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AWS Machine Learning Blog

OCTOBER 11, 2023

Configure optional encryption settings and tags. In the Configure user access control section, leave the settings at their defaults and choose Next. In the Sync scope section, configure your sync settings based on the site you are crawling. For Index name , enter a name for the index (for example, Web Crawler).

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Heartbeat

MAY 9, 2023

names Let’s define our labels in dictionary format as “tag name” and “tag id” to be used when defining in SpaCy data format. labels_ = {} for index, key in enumerate(categories): labels_[key] = index Step 4: Convert to spaCy Data Format and Save to Disk We need to convert the text and tags to clean SpaCy Doc Objects.

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AWS Machine Learning Blog

APRIL 25, 2023

This post walks you through the process of configuring the Gmail connector for Amazon Kendra for your organization’s Google Workspace, allowing you to index emails based on a defined scope and take advantage of the intelligent search capabilities of Amazon Kendra. Add any tags to the index, then choose Next. For Key type , select JSON.

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