AWS Machine Learning

AUGUST 14, 2023

You can serialize pipelines to YAML files , expose them via a REST API , and scale them flexibly with your workloads, making it easy to move your application from a prototype stage to production. script to preprocess and index the provided demo data. script to fit your needs if you chose to use your own data.

Enterprise 69

Enterprise Scripts Best practices Analytics 69

AWS Machine Learning

JULY 8, 2022

SageMaker enables you to implement MLOps best practices throughout the ML lifecycle, and provides templates and toolsets to reduce the undifferentiated heavy lifting to put ML projects in production. MLOps best practices with SageMaker. After you have a solid model, you can adopt the MLOps best practices with SageMaker.

Best practices 80

Best practices Scripts Construction Management 80

AWS Machine Learning

MARCH 14, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon via a single API. This is because such tasks require organization-specific data and workflows that typically need custom programming.

Best practices 105

Best practices Engineering Chatbots Enterprise 105

AWS Machine Learning

SEPTEMBER 9, 2022

When the message is received by the SQS queue, it triggers the AWS Lambda function to make an API call to the Amp catalog service. Lambda enabled the team to create lightweight functions to run API calls and perform data transformations. The ETL and ELT jobs were required to run on either a set schedule or event-driven workflow.

Analytics 69

Analytics Engineering APIs Metrics 69

AWS Machine Learning

JANUARY 8, 2024

The first allows you to run a Python script from any server or instance including a Jupyter notebook; this is the quickest way to get started. In the following sections, we first describe the script solution, followed by the AWS CDK construct solution. The following diagram illustrates the sequence of events within the script.

Scripts 88

Scripts Construction APIs Healthcare 88

JustCall

MARCH 9, 2023

Best Practices for Improving Conversation Intelligence From designing corporate-wide objectives to making and monitoring significant improvements, conversation intelligence can greatly impact your business operations. Conversational AI enables the system to perform end-to-end actions through Application Programming Interfaces (API).

Coaching 52

Coaching Sales Chatbots Analytics 52

JustCall

APRIL 12, 2023

Some of its key features are: Capability to integrate third-party chatbots Script customization Platform API Can integrate with a variety of software, including Salesforce Screen recording Zendesk One of the best-known call center software, Zendesk makes it really easy for call center agent to use VoIP along with its ticketing system.

virtual call center 52

virtual call center call center solutions Call Center call center software 52

AWS Machine Learning

MARCH 6, 2023

In this post, we dive into tips and best practices for successful LLM training on Amazon SageMaker Training. The post covers all the phases of an LLM training workload and describes associated infrastructure features and best practices. Some of the best practices in this post refer specifically to ml.p4d.24xlarge

Best practices 78

Best practices APIs Transportation Scripts 78

AWS Machine Learning

APRIL 23, 2024

The AWS Well-Architected Framework provides best practices and guidelines for designing and operating reliable, secure, efficient, and cost-effective systems in the cloud. It calls the CreateDataSource and DeleteDataSource APIs. Minimally, you must specify the following properties: Name – Specify a name for the knowledge base.

APIs 104

APIs Enterprise Scripts Accountability 104

AWS Machine Learning

SEPTEMBER 8, 2023

Amazon Rekognition makes it easy to add image analysis capability to your applications without any machine learning (ML) expertise and comes with various APIs to fulfil use cases such as object detection, content moderation, face detection and analysis, and text and celebrity recognition, which we use in this example.

APIs 96

APIs Scripts Entertainment Personalization 96

AWS Machine Learning

JANUARY 10, 2023

This post describes the best practices for load testing a SageMaker endpoint to find the right configuration for the number of instances and size. Note that the model container also includes any custom inference code or scripts that you have passed for inference.

Best practices 72

Best practices Scripts APIs Metrics 72

AWS Machine Learning

AUGUST 10, 2023

As recommended by AWS as a best practice , customers have used separate accounts to simplify policy management for users and isolate resources by workloads and account. SageMaker has native integration with the Amazon EventBridge , which monitors status change events in SageMaker. aws/config.

Scripts 78

Scripts Accountability Metrics APIs 78

AWS Machine Learning

MAY 3, 2023

This post mainly covers the second use case by presenting how to back up and recover users’ work when the user and space profiles are deleted and recreated, but we also provide the Python script to support the first use case. The Step Functions state machine is invoked when the event-driven app detects the profile creation event.

Scripts 60

Scripts APIs Accountability Engineering 60

AWS Machine Learning

SEPTEMBER 1, 2023

Solution overview To get responses streamed back from SageMaker, you can use our new InvokeEndpointWithResponseStream API. Other streaming techniques like Server-Sent Events (SSE) are also implemented using the same HTTP chunked encoding mechanism. This API allows the model to respond as a stream of parts of the full response payload.

APIs 89

APIs Chatbots Engineering Best practices 89

JustCall

APRIL 12, 2023

Look for an alternative that offers APIs to integrate it with other tools you use. They include live agent assistance, script compliance alert, moment analysis, data migration support, and 24/7 live chat. Also, see if it works on different devices and web browsers. Price The price for Gong competitors can vary significantly.

Sales 52

Sales Coaching CRM Contact center software 52

AWS Machine Learning

SEPTEMBER 18, 2023

Each stage in the ML workflow is broken into discrete steps, with its own script that takes input and output parameters. Prepare the source data for the feature store by adding an event time and record ID for each row of data. In the following code, the desired number of actors is passed in as an input argument to the script.

Scripts 100

Scripts APIs Government Construction 100

AWS Machine Learning

SEPTEMBER 11, 2023

IaC ensures that customer infrastructure and services are consistent, scalable, and reproducible while following best practices in the area of development operations (DevOps). This is required to communicate with the SageMaker API. SageMaker runtime: com.amazonaws.region.sagemaker.runtime.

Scripts 95

Scripts APIs Management Engineering 95

AWS Machine Learning

AUGUST 29, 2023

Refer to Operating model for best practices regarding a multi-account strategy for ML. Batch inference The SageMaker batch inference pipeline runs on a schedule (via EventBridge) or based on an S3 event trigger as well. The central model registry could optionally be placed in a shared services account as well.

Scripts 73

Scripts APIs Enterprise Accountability 73

AWS Machine Learning

JANUARY 6, 2023

This event frequently occurs in video streaming platforms that constantly purchase a variety of content from multiple vendors and production companies for a limited time. Creates an API Gateway that adds an additional layer of security between the web app user interface and Lambda. That’s an out-of-catalog search experience!

Entertainment 84

Entertainment APIs Scripts Analytics 84

AWS Machine Learning

APRIL 19, 2024

The reverse proxy collects metrics about calls to the service and exposes them via a standard metrics API to Prometheus. The Kubernetes Event Driven Autoscaler ( KEDA ) is configured to automatically scale the number of service pods, based on the custom metrics available in Prometheus. A managed node group with two c5.xlarge

Metrics 100

Metrics APIs Scripts Construction 100

AWS Machine Learning

JUNE 9, 2022

We chose Amazon Polly because its APIs and web services support our goal of automating processes and making things easy for our clients. Amazon Polly’s neural text-to-speech synthesis does the best job of voicing words within the context of a sentence, and the consistency in speech quality allows for the automation of article rendering.

Scripts 74

Scripts APIs Education Technology 74

AWS Machine Learning

JANUARY 11, 2023

Moreover, to present a comprehensive and reusable way to productionize ML models by adopting MLOps practices, we introduce the concept of infrastructure as code (IaC) during the entire MLOps lifecycle of the prototype. In this prototype, we follow a fully automated provisioning methodology in accordance with IaC best practices.

Scripts 66

Scripts Finance Enterprise Engineering 66

Pointillist

JULY 25, 2018

Thinking in Events. The fundamental data type for customer journey analytics is the event. Regardless of how you might think of data today, in customer journey analytics everything is an event. Treating every change to customer data as an event saves work for data engineers, as no transformation is required.

Analytics 93

Analytics Government APIs Metrics 93

NobelBiz

JUNE 26, 2023

Learn more about the best practices in contact center staffing, how to increase agent satisfaction & retention, and many more call center human resources tips and tricks. If your human resources department is lagging behind, we encourage you to watch two webinar episodes that can take your game to the next level.

Call Center 52

Call Center Interactive Voice Response call center software CRM 52

AWS Machine Learning

SEPTEMBER 7, 2023

In this post, we provide some best practices to maximize the value of SageMaker Pipelines and make the development experience seamless. Best practices for SageMaker Pipelines In this section, we discuss some best practices that can be followed while designing workflows using SageMaker Pipelines.

Best practices 94

Best practices Scripts Construction APIs 94

Pointillist

JULY 25, 2018

Thinking in Events The fundamental data type for customer journey analytics is the event. Regardless of how you might think of data today, in customer journey analytics everything is an event. Treating every change to customer data as an event saves work for data engineers, as no transformation is required.

Analytics 43

Analytics Metrics Government Journey mapping 43

AWS Machine Learning

MARCH 19, 2024

However, complex NLQs, such as time series data processing, multi-level aggregation, and pivot or joint table operations, may yield inconsistent Python script accuracy with a zero-shot prompt. The user can use the Amazon Recognition DetectText API to extract text data from these images. setup.sh. (a a challenge-level question).

Construction 115

Construction Scripts APIs Enterprise 115

AWS Machine Learning

MAY 30, 2023

With SageMaker Processing, you can bring your own custom processing scripts and choose to build a custom container or use a SageMaker managed container with common frameworks like scikit-learn, Lime, Spark and more. Alternatively, you can use the list_processing_jobs API. You can choose from two methods to do this.

Scripts 65

Scripts Best practices Metrics APIs 65

AWS Machine Learning

SEPTEMBER 12, 2023

The Github merge event triggers our Jenkins CI pipeline, which in turn starts a SageMaker Pipelines job with test data. This merge event now triggers a SageMaker Pipelines job using production data for training purposes. The function then relays the classification back to CRM through the API Gateway public endpoint.

Management 96

Management APIs CRM Metrics 96

AWS Machine Learning

MAY 30, 2023

You can automatically detect these endpoints and take corrective actions (such as deleting them) by using Amazon CloudWatch Events and AWS Lambda functions. SageMaker uses the Amazon S3 multipart upload API to upload results from a batch transform job to Amazon S3. If an error occurs, the uploaded results are removed from Amazon S3.

Best practices 68

Best practices Metrics Accountability APIs 68

AWS Machine Learning

MAY 26, 2023

You will learn about the implementation details, optimization techniques, and best practices to work with text-to-image models. In the event that the configuration doesn’t specify the model’s name, it’s presumed to be identical to the name of the model repository directory where the model is stored.

APIs 75

APIs Scripts Engineering Best practices 75

AWS Machine Learning

NOVEMBER 24, 2023

To limit the cost associated with the workspace instances, as a best practice, you must log out, do not close the browser tab. All that is needed to do is change the line of code calling the DeleteApp API into CreateApp , as well as updating the cron expression to reflect the desired app creation time.

APIs 91

APIs Metrics Engineering Scripts 91

AWS Machine Learning

NOVEMBER 8, 2022

All of these can take place offline in bulk because it doesn’t have to react to a specific event. For example, if you’re working with a Sklearn model, you must pass in your model scripts/data within a container that properly sets up Sklearn. In our case, the inference script is packaged in the model.tar.gz

Scripts 64

Scripts APIs Best practices Management 64