AWS Machine Learning

MARCH 8, 2023

After the data is downloaded into the training instance, the custom training script performs data preparation tasks and then trains the ML model using the XGBoost Estimator. Store your Snowflake account credentials in AWS Secrets Manager. Ingest the data in a table in your Snowflake account. amazonaws.com/sagemaker-xgboost:1.5-1

Scripts 105

Scripts Accountability Enterprise Management 105

AWS Machine Learning

DECEMBER 21, 2022

Amazon SageMaker Feature Store is a purpose-built feature management solution that helps data scientists and ML engineers securely store, discover, and share curated data used in training and prediction workflows. The offline store data is stored in an Amazon Simple Storage Service (Amazon S3) bucket in your AWS account.

Scripts 74

Scripts Engineering APIs Big data 74

AWS Machine Learning

JANUARY 5, 2024

Wipro further accelerated their ML model journey by implementing Wipro’s code accelerators and snippets to expedite feature engineering, model training, model deployment, and pipeline creation. Across accounts, automate deployment using export and import dataset, data source, and analysis API calls provided by QuickSight.

Management 110

Management APIs Engineering Government 110

AWS Machine Learning

NOVEMBER 15, 2023

Prerequisites The following are prerequisites for completing the walkthrough in this post: An AWS account Familiarity with SageMaker concepts, such as an Estimator, training job, and HPO job Familiarity with the Amazon SageMaker Python SDK Python programming knowledge Implement the solution The full code is available in the GitHub repo.

Scripts 87

Scripts Best practices Accountability Engineering 87

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 86

Scripts Engineering Management Benchmark 86

AWS Machine Learning

JANUARY 26, 2024

The goal of this post is to empower AI and machine learning (ML) engineers, data scientists, solutions architects, security teams, and other stakeholders to have a common mental model and framework to apply security best practices, allowing AI/ML teams to move fast without trading off security for speed.

Best practices 122

Best practices Government Engineering Accountability 122

AWS Machine Learning

FEBRUARY 13, 2024

Each worker then proceeds with the forward and backward pass defined in your training script on each GPU. In our entire partnership, AWS has set the bar on customer obsession and delivering results—working with us the whole way to realize promised benefits.” – Keshav Kumar, Head of Engineering at BigBasket.

Engineering 100

Engineering Gamification Scripts Big data 100

AWS Machine Learning

JUNE 15, 2022

Let’s take the example of a repository of AWS documents of types User_Guides , Reference_Guides and Release_Notes , regarding compute, storage, and database technologies. Here we know the number of search results in each of the technologies, as well as each of the document types. Prerequisites. Access to AWS CloudShell.

APIs 71

APIs Scripts Technology Engineering 71

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 80

Scripts Engineering APIs Consulting 80

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 75

Construction Engineering Automotive Scripts 75

AWS Machine Learning

SEPTEMBER 1, 2023

ML operationalization summary As defined in the post MLOps foundation roadmap for enterprises with Amazon SageMaker , ML and operations (MLOps) is the combination of people, processes, and technology to productionize machine learning (ML) solutions efficiently.

Engineering 103

Engineering Accountability Construction APIs 103

AWS Machine Learning

OCTOBER 4, 2022

Developers usually test their processing and training scripts locally, but the pipelines themselves are typically tested in the cloud. From a very high level, the ML lifecycle consists of many different parts, but the building of an ML model usually consists of the following general steps: Data cleansing and preparation (feature engineering).

Scripts 72

Scripts Engineering Management APIs 72

AWS Machine Learning

MARCH 23, 2023

Leidos is a FORTUNE 500 science and technology solutions leader working to address some of the world’s toughest challenges in the defense, intelligence, homeland security, civil, and healthcare markets. At this stage, you may also need to do additional feature engineering of your dataset or integrate with different offline feature stores.

Scripts 95

Scripts APIs Government Analytics 95

Totango

AUGUST 23, 2022

Finally, we’ll offer some guidelines on how to structure your B2B customer journey map around key touchpoints and how to use technology to automate an effective touchpoint management strategy. Touchpoints may involve any medium you use to interact with customers, including: Search engine marketing. Social media posts and ads.

B2B 117

B2B Journey mapping SaaS Engineering 117

Callminer

AUGUST 1, 2017

Have the best technology – Finicky technology that makes day-to-day functions difficult, adds to the frustration and takes up far more time and man-power than most realize. HEG uses proprietary technology, like EduMaximizer, to deliver targeted enrollment leads to for-profit and nonprofit education clients. Too many portals…”.

Contact Center 334

Contact Center Call Center Average Handle Time Real estate 334

NobelBiz

FEBRUARY 23, 2023

Whether it’s for customer loyalty, collection, surveys or telemarketing, dialing technologies are indispensable tools for any contact center. These technologies offer three ways of phone campaign management known as preview, progressive and predictive dialer. It is important to specify that, whatever dialing technology you choose.

Scripts 52

Scripts Telemarketing Contact Center CRM 52

NobelBiz

FEBRUARY 23, 2023

Whether it’s for customer loyalty, collection, surveys or telemarketing, dialing technologies are indispensable tools for any contact center. These technologies offer three ways of phone campaign management known as preview, progressive and predictive dialer. It is important to specify that, whatever dialing technology you choose.

Scripts 52

Scripts Telemarketing Contact Center CRM 52

AWS Machine Learning

MARCH 20, 2023

Overview of the technology EC2 C6i instances are powered by third-generation Intel Xeon Scalable processors (also called Ice Lake) with an all-core turbo frequency of 3.5 Use the supplied Python scripts for quantization. Run the provided Python test scripts to invoke the SageMaker endpoint for both INT8 and FP32 versions.

Calibration 79

Calibration Scripts Benchmark APIs 79

AWS Machine Learning

MARCH 21, 2023

Therefore, organizations have adopted technology best practices, including microservice architecture, MLOps, DevOps, and more, to improve delivery time, reduce defects, and increase employee productivity. This post introduces a best practice for managing custom code within your Amazon SageMaker Data Wrangler workflow.

Scripts 62

Scripts Banking APIs Best practices 62

AWS Machine Learning

JULY 24, 2023

Clone the Github repository The GitHub repo provides all the scripts necessary to deploy models using FastAPI on NeuronCores on AWS Inferentia instances. script in the fastapi and trace-model folders use this to create Docker images. This script could be used for most models available on Hugging Face. code as the entry point.

Scripts 73

Scripts APIs Engineering Best practices 73

AWS Machine Learning

APRIL 7, 2023

Prerequisites To make this as easy as possible, ensure that your AWS account has Wavelength Zones enabled. deploy_image_uri = image_uris.retrieve( region=None, framework=None, image_scope="inference", model_id=infer_model_id, model_version=infer_model_version, instance_type="local", ) # Retrieve the inference script uri.

Telecommunications 81

Telecommunications Scripts Enterprise Engineering 81

AWS Machine Learning

NOVEMBER 16, 2022

Automated deployment options have been improved and simplified using Kustomize scripts and Helm charts. This script automates creation of the following AWS resources: VPCs and EKS clusters. Make sure you meet the following prerequisites: You have an AWS account. Kubeflow on AWS 1.6.1 Prerequisites. export AWS_PROFILE=kubeflow.

Metrics 67

Metrics Scripts Enterprise APIs 67

AWS Machine Learning

JUNE 10, 2022

A wide body of research highlights the importance of assistive technologies for the inclusion of people with disabilities in society. Generally speaking, the SDK for JavaScript provides access to AWS services in either browser scripts or Node.js; for this sample project, the SDK is used in browser scripts. About the Author.

Scripts 76

Scripts APIs Accountability Engineering 76

AWS Machine Learning

OCTOBER 25, 2022

Model weights are available via scripts in the GitHub repository , and the MSAs are hosted by the Registry of Open Data on AWS (RODA). The MSA step in the protein folding workflow is computationally intensive and can account for a majority of the inference time. Set up the EKS cluster with an FSx for Lustre file system.

APIs 77

APIs Scripts Banking Engineering 77

AWS Machine Learning

JANUARY 17, 2023

To try out the solution in your own account, make sure that you have the following in place: An AWS account. If you don’t have an account, you can sign up for one. We now carry out feature engineering steps and then fit the model. The solution outlined in the post is part of SageMaker JumpStart.

Calibration 70

Calibration Metrics Accountability Technical Support 70

aircall

JUNE 11, 2021

Environment — surroundings, technology, and other outside influences. Voice communication has evolved from telegraph technology to cloud technology with a lot of experiments, patents, and mergers along the way. 1877 — Telephone exchanges using analog and PBX technology were invented, enabling long-distance calling capabilities.

voip 62

voip APIs Call Center Telecommunications 62

Aspect

AUGUST 30, 2018

Banking customers have long been had to provide passwords or PINs to access their accounts. It’s just part of the process, and they understand it’s a necessity for information and account security. Contact centers have always faced a challenge with technology adoption. Active, non-invasive technology.

Customer Service 68

Customer Service Call Center Accountability Contact Center 68

Noble Systems

MAY 11, 2021

Speech Technologies encompass a broad scope of tools. In fact, its growing use by consumers has nudged businesses into utilizing the technology. In fact, its growing use by consumers has nudged businesses into utilizing the technology. The better the speech recognition engine, the more accurate the analysis.

Analytics 52

Analytics Interactive Voice Response Coaching Self service 52

AWS Machine Learning

MAY 23, 2023

The seeds of a machine learning (ML) paradigm shift have existed for decades, but with the ready availability of virtually infinite compute capacity, a massive proliferation of data, and the rapid advancement of ML technologies, customers across industries are rapidly adopting and using ML technologies to transform their businesses.

APIs 92

APIs Accountability Construction Management 92

Aspect

APRIL 20, 2018

Once the chatbot knows the intent, it can engage in a more or less scripted dialogue to achieve the goal — just like a customer service agent, a bank teller or the person taking a food order in a restaurant. The engine will observe all of the different sentences share a certain patterns of characters: “my balance.” Balance.” “My

Chatbots 51

Chatbots Engineering Scripts Banking 51

AWS Machine Learning

AUGUST 4, 2023

The following steps give an overview of how to use the new capabilities launched in SageMaker for Salesforce to enable the overall integration: Set up the Amazon SageMaker Studio domain and OAuth between Salesforce and the AWS account s. Enter the following script in the editor, providing the ARN for the secret you created earlier: #!/bin/bash

APIs 78

APIs Scripts Management Accountability 78

AWS Machine Learning

AUGUST 30, 2023

Prerequisites To get started, you need an AWS account in which you can use SageMaker Studio. He has two graduate degrees in Physics and a Doctorate degree in Engineering. She is passionate about using technology to transform the healthcare industry to drive better patient care outcomes.

Healthcare 111

Healthcare APIs Scripts Metrics 111

AWS Machine Learning

AUGUST 14, 2023

Prompt engineering for zero-shot and few-shot NLP tasks on BLOOM models Prompt engineering deals with creating high-quality prompts to guide the model towards the desired responses. Prompt engineering can greatly improve the performance of zero-shot and few-shot learning models.

Engineering 71

Engineering APIs Chatbots Scripts 71

SmartKarrot

OCTOBER 31, 2022

The customer success/account management industry is constantly evolving, but one main thing that has not changed is the need for personalized recommendations for clients. You can use it for customer success , account management , and sales. What is an Augmented Intelligence Framework?

Accountability 10

Accountability Management Engineering Personalization 10

ChurnZero

MARCH 7, 2019

Job Opening: Sales Engineer. Our fast-growing startup is looking for a skilled, self-motivated problem solver to join our team as a Sales Engineer. As a Sales Engineer , you are the technical expert during the sales process. Create and update product demonstration scripts. Must-have skills and experience.

Engineering 8

Engineering Sales SaaS APIs 8

SmartAction

NOVEMBER 4, 2020

It’s also why these same transcription-based engines like a Google or Amazon don’t deliver a good enough customer experience at the contact center level, because they are now 50% less accurate. Here is a call into emergency roadside assistance prior to the CX design work from Hollywood script writers. 2nd Factor – Human-centric Design.

Big data 54

Big data Interactive Voice Response Virtual Agent Scripts 54

AWS Machine Learning

AUGUST 3, 2023

Prerequisites For this walkthrough, you should have the following prerequisites: An AWS account. Two components need to be configured in our inference script : model loading and model serving. in Biomedical Engineering from RWTH Aachen university, Germany, with a focus on Medical Imaging. iterdir(): if p_file.suffix == ".pth":

APIs 63

APIs Scripts Engineering Technical Support 63