AWS Machine Learning

DECEMBER 16, 2022

In this post, we outline the key benefits and pain points addressed by SageMaker Training Managed Warm Pools, as well as benchmarks and best practices. Guidance on what input mode to select is in the best practices section later in this post. Best practices for using warm pools. Data Input Mode.

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Best practices Management Engineering Benchmark 89

AWS Machine Learning

JANUARY 24, 2025

To mitigate these risks, implement best practices like multi-factor authentication (MFA), rate limiting, secure session management, automatic session timeouts, and regular token rotation. To mitigate the issue, implement data sanitization practices through content filters in Amazon Bedrock Guardrails.

APIs 101

APIs Scripts Best practices Management 101

AWS Machine Learning

NOVEMBER 14, 2024

It also helps achieve data, project, and team isolation while supporting software development lifecycle best practices. Model training You can continue experimenting with different feature engineering techniques in your JupyterLab environment and track your experiments in MLflow. fit_transform(y). Madhubalasri B.

Government 90

Government Management APIs Accountability 90

Callminer

FEBRUARY 4, 2021

Older citizens, the unhealthy, and those in low-income areas have always been targets for social engineering. Now, so many more people are experiencing increased vulnerability, and hackers and social engineering cybercriminals are very aware. Second, inform customers of what you’ll never ask of them.

Call Center 345

Call Center Contact Center Finance Consulting 345

AWS Machine Learning

MARCH 27, 2025

Based on our experiments using best-in-class supervised learning algorithms available in AutoGluon , we arrived at a 3,000 sample size for the training dataset for each category to attain an accuracy of 90%. Sonnet prediction accuracy through prompt engineering. The agent mentions Engineering confirmed memory leak in version 5.1.2

Education 88

Education Engineering APIs Enterprise 88

AWS Machine Learning

MARCH 15, 2023

The best practice for migration is to refactor these legacy codes using the Amazon SageMaker API or the SageMaker Python SDK. We demonstrate how two different personas, a data scientist and an MLOps engineer, can collaborate to lift and shift hundreds of legacy models. No change to the legacy code is required.

Scripts 137

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AWS Machine Learning

FEBRUARY 29, 2024

This enables data scientists to quickly build and iterate on ML models, and empowers ML engineers to run through continuous integration and continuous delivery (CI/CD) ML pipelines faster, decreasing time to production for models. You can then iterate on preprocessing, training, and evaluation scripts, as well as configuration choices.

Scripts 112

Scripts Engineering Metrics Best practices 112

AWS Machine Learning

JULY 11, 2024

In the diverse toolkit available for deploying cloud infrastructure, Agents for Amazon Bedrock offers a practical and innovative option for teams looking to enhance their infrastructure as code (IaC) processes. Agents for Amazon Bedrock automates the prompt engineering and orchestration of user-requested tasks.

Scripts 129

Scripts APIs Engineering industry standards 129

AWS Machine Learning

FEBRUARY 27, 2024

However, even though the pace of innovation is high, the different teams had developed their own ways of working and were in search of a new MLOps best practice. We decided to put in a joint effort to build a prototype on a best practice for MLOps. The pipeline is scheduled to run at regular intervals.

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Best practices Engineering Scripts Analytics 131

AWS Machine Learning

FEBRUARY 25, 2025

We recommend running similar scripts only on your own data sources after consulting with the team who manages them, or be sure to follow the terms of service for the sources that youre trying to fetch data from. As a security best practice, storing the client application data in Secrets Manager is recommended.

Enterprise 85

Enterprise Engineering APIs Accountability 85

AWS Machine Learning

FEBRUARY 5, 2025

Some links for security best practices are shared below but we strongly recommend reaching out to your account team for detailed guidance and to discuss the appropriate security architecture needed for a secure and compliant deployment. This initiates the engines recognition of the users intent to inquire about pet products.

Chatbots 92

Chatbots Construction Best practices APIs 92

Balto

JANUARY 3, 2025

When implemented strategically, call monitoring becomes a growth engine that drives customer satisfaction, boosts agent performance, and aligns customer experience with broader business goals. Agents perform best when they understand how their performance is being measured and what is expected of them.

Best practices 52

Best practices Call Center First call resolution Coaching 52

Comm100

NOVEMBER 25, 2015

The beauty of rule-based auto-invitations is that once you have the proper scripts in place, you can send out the appropriate response that is optimally designed to get a response from a customer. Having engaging scripts is a priority when you’re dealing with proactive chat. Use Scripts that Speak to Real People.

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Best practices Scripts Abandon rate Finance 44

AWS Machine Learning

OCTOBER 6, 2023

For instance, if a customer is searching for a “cotton crew neck t-shirt with a logo in front,” auto-tagging and attribute generation enable the search engine to pinpoint products that match not merely the broader “t-shirt” category, but also the specific attributes of “cotton” and “crew neck.” read()) Path("clip/serving.properties").open("w").write(

Scripts 118

Scripts Engineering Best practices Enterprise 118

AWS Machine Learning

NOVEMBER 22, 2023

In this post, we discuss how M5 was able to reduce the cost to train their models by 30%, and share some of the best practices we learned along the way. Training script Before starting with model training, we need to make changes to the training script to make it XLA compliant.

Scripts 109

Scripts Engineering Best practices Construction 109

AWS Machine Learning

JUNE 21, 2023

Lifecycle configurations are shell scripts triggered by Studio lifecycle events, such as starting a new Studio notebook. This enables you to apply DevOps best practices and meet safety, compliance, and configuration standards across all AWS accounts and Regions. For Windows, use.cdk-venv/Scripts/activate.bat.

Construction 96

Construction Scripts Engineering Accountability 96

AWS Machine Learning

NOVEMBER 14, 2022

We provide a step-by-step guide to deploy your SageMaker trained model to Graviton-based instances, cover best practices when working with Graviton, discuss the price-performance benefits, and demo how to deploy a TensorFlow model on a SageMaker Graviton instance. The inference script URI is needed in the INFERENCE_SCRIPT_S3_LOCATION.

Scripts 93

Scripts APIs Best practices Engineering 93

AWS Machine Learning

NOVEMBER 9, 2023

Under Advanced Project Options , for Definition , select Pipeline script from SCM. For Script Path , enter Jenkinsfile. upload_file("pipelines/train/scripts/raw_preprocess.py","mammography-severity-model/scripts/raw_preprocess.py") s3_client.Bucket(default_bucket).upload_file("pipelines/train/scripts/evaluate_model.py","mammography-severity-model/scripts/evaluate_model.py")

Scripts 118

Scripts Accountability Best practices Engineering 118

AWS Machine Learning

JUNE 4, 2024

The workflow includes the following steps: The user runs the terraform apply The Terraform local-exec provisioner is used to run a Python script that downloads the public dataset DialogSum from the Hugging Face Hub. file you have been working in and add the terraform_data resource type, uses a local provisioner to invoke your Python script.

Scripts 128

Scripts Accountability Engineering Best practices 128

AWS Machine Learning

JULY 26, 2023

We’ll cover fine-tuning your foundation models, evaluating recent techniques, and understanding how to run these with your scripts and models. As an added bonus, we’ll walk you through a Stable Diffusion deep dive, prompt engineering best practices, standing up LangChain, and more. More of a reader than a video consumer?

Scripts 94

Scripts Engineering Benchmark Best practices 94

AWS Machine Learning

AUGUST 1, 2024

By demonstrating the process of deploying fine-tuned models, we aim to empower data scientists, ML engineers, and application developers to harness the full potential of FMs while addressing unique application requirements. The scripts for fine-tuning and evaluation are available on the GitHub repository.

APIs 118

APIs Scripts Real estate Accountability 118

Inbenta

MARCH 20, 2020

It then uses a basic analysis engine in order to process those keywords and to match them with a pre-loaded response. Here are some tips and best practices to guide you in this delicate task. A script for transactional queries. Keyword-Based Chatbots. So how do you design a bot that people will love talking to?

Chatbots 90

Chatbots Scripts Best practices Engineering 90

AWS Machine Learning

OCTOBER 2, 2023

For more information about best practices, refer to the AWS re:Invent 2019 talk, Build accurate training datasets with Amazon SageMaker Ground Truth. Use the scripts created in step one as part of the processing and training steps. We started by creating command line scripts from the experiment code.

Scripts 113

Scripts Construction Engineering APIs 113

AWS Machine Learning

MAY 8, 2023

To serve models, Triton supports various backends as engines to support the running and serving of various ML models for inference. With kernel auto-tuning, the engine selects the best algorithm for the target GPU, maximizing hardware utilization. Import the ONNX model into TensorRT and generate the TensorRT engine.

Engineering 96

Engineering APIs Best practices Scripts 96

AWS Machine Learning

NOVEMBER 16, 2022

For an example account structure to follow organizational unit best practices to host models using SageMaker endpoints across accounts, refer to MLOps Workload Orchestrator. Some things to note in the preceding architecture: Accounts follow a principle of least privilege to follow security best practices. Prerequisites.

Accountability 93

Accountability Best practices Scripts Engineering 93

AWS Machine Learning

NOVEMBER 15, 2023

If you don’t want to change the quota, you can simply modify the value of the MAX_PARALLEL_JOBS variable in the script (for example, to 5). Analyze the results and deploy the best-performing model. Training script template The AutoML workflow in this post is based on scikit-learn preprocessing pipelines and algorithms.

Scripts 106

Scripts Best practices Accountability Engineering 106

AWS Machine Learning

JUNE 27, 2023

This post explains how Provectus and Earth.com were able to enhance the AI-powered image recognition capabilities of EarthSnap, reduce engineering heavy lifting, and minimize administrative costs by implementing end-to-end ML pipelines, delivered as part of a managed MLOps platform and managed AI services.

Engineering 112

Engineering APIs Scripts Entertainment 112

AWS Machine Learning

APRIL 29, 2024

Metaflow overview Metaflow was originally developed at Netflix to enable data scientists and ML engineers to build ML/AI systems quickly and deploy them on production-grade infrastructure. Through Metaflow and the deployment scripts provided in this post, you should be able to get started with Trainium with ease.

APIs 119

APIs Engineering Scripts Management 119

AWS Machine Learning

JULY 5, 2022

Data Wrangler is a capability of Amazon SageMaker that makes it faster for data scientists and engineers to prepare data for machine learning (ML) applications via a visual interface. LCC scripts are triggered by Studio lifecycle events, such as starting a new Studio notebook. Apply the script (see below). Solution overview.

Scripts 92

Scripts Engineering APIs Consulting 92

AWS Machine Learning

MAY 30, 2023

Optimize notebook instance cost SageMaker notebooks are suitable for ML model development, which includes interactive data exploration, script writing, prototyping of feature engineering, and modeling. Consider the following best practices to help reduce the cost of your notebook instances. For example, ml.t2.medium

Best practices 92

Best practices Scripts Accountability Engineering 92

AWS Machine Learning

SEPTEMBER 14, 2023

Integrating security in our workflow Following the best practices of the Security Pillar of the Well-Architected Framework , Amazon Cognito is used for authentication. Internal documents in this context can include generic customer support call scripts, playbooks, escalation guidelines, and business information.

APIs 114

APIs Healthcare Scripts Engineering 114

AWS Machine Learning

DECEMBER 22, 2023

The primary objective of prompt engineering is to elicit specific and accurate responses from the FM. Different prompt engineering techniques include: Zero-shot – A single question is presented to the model without any additional clues. Solution Deployment Automation Script The preceding source./create-stack.sh create-stack.sh

Scripts 119

Scripts Chatbots Accountability Multi-channel support 119

AWS Machine Learning

APRIL 22, 2024

Typically, HyperPod clusters are used by multiple users: machine learning (ML) researchers, software engineers, data scientists, and cluster administrators. To achieve this multi-user environment, you can take advantage of Linux’s user and group mechanism and statically create multiple users on each instance through lifecycle scripts.

Scripts 106

Scripts Engineering Management Benchmark 106

AWS Machine Learning

JANUARY 17, 2023

This development approach can be used in combination with other common software engineering best practices such as automated code deployments, tests, and CI/CD pipelines. You have permissions to create and deploy AWS CDK and AWS CloudFormation resources as defined in the scripts outlined in the post. AWS CDK scripts.

Construction 90

Construction Engineering Automotive Scripts 90

Calabrio

FEBRUARY 27, 2025

And well discuss some tried-and-true best practices and cutting-edge tools, cutting through the noise to help you truly transform your call center into a high-performing engine that fuels customer loyalty and growth. In this guide, well take a look at different definitions of and approaches to contact center productivity.

Call Center 52

Call Center Metrics Gamification Contact Center 52

AWS Machine Learning

APRIL 13, 2023

In this post, we illustrate how Accenture uses CodeWhisperer in practice to improve developer productivity. Accenture is using Amazon CodeWhisperer to accelerate coding as part of our software engineering best practices initiative in our Velocity platform,” says Balakrishnan Viswanathan, Senior Manager, Tech Architecture at Accenture.

Scripts 95

Scripts Engineering Consulting Consulting 95

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. Enterprise Solutions Architect at AWS, experienced in Software Engineering, Enterprise Architecture, and AI/ML. Nitin Eusebius is a Sr.

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APIs Enterprise Scripts Accountability 123