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

MAY 10, 2023

Migrating from interactive development on notebooks to batch jobs required you to copy code snippets from the notebook into a script, package the script with all its dependencies into a container, and schedule the container to run. In the following section, we show an example of using initialization scripts to install packages.

Scripts 74

Scripts Automotive Engineering Enterprise 74

AWS Machine Learning

JULY 29, 2022

This is the second part of a series that showcases the machine learning (ML) lifecycle with a data mesh design pattern for a large enterprise with multiple lines of business (LOBs) and a Center of Excellence (CoE) for analytics and ML. The database is now reflected as a shared database in the consumer account. Data exploration.

Scripts 71

Scripts Analytics Accountability Engineering 71

AWS Machine Learning

FEBRUARY 13, 2023

With the advancements in automation and configuring with increasing levels of abstraction to set up different environments with IaC tools, the AWS CDK is being widely adopted across various enterprises. Make sure you have the credentials and permissions to deploy the AWS CDK stack into your account. Navigate to the AWS Cloud9 console.

Scripts 74

Scripts Best practices Transportation Construction 74

AWS Machine Learning

JANUARY 12, 2023

Enterprises that operate globally are experiencing challenges sourcing customer support professionals with multi-lingual experience. This process can be cost-prohibitive and difficult to scale, leading many enterprises to only support English for chats. This solution has the following prerequisites: An AWS account.

Customer Support 78

Customer Support APIs Scripts Enterprise 78

AWS Machine Learning

APRIL 11, 2023

As long as a user has access to the AWS account, Studio domain ID, and user profile, they can access the link. Next the script will install packages iproute and jq , which will be used in the following step. Next the script will install packages iproute and jq , which will be used in the following step. sh setup.sh sh setup.sh

Scripts 73

Scripts Automotive Engineering Healthcare 73

Totango

APRIL 26, 2021

Campaigns, SuccessPlays, Account, and User segments with more than one collection criteria now returns accurate results when all the collection criteria match the same collection record. System Browser Scripts settings – You can now enable/disable session recordings in Global Settings -> General. ‍ Register now.

Scripts 62

Scripts APIs Customer retention Enterprise 62

AWS Machine Learning

MAY 31, 2023

Enterprise customers in tightly controlled industries such as healthcare and finance set up security guardrails to ensure their data is encrypted and traffic doesn’t traverse the internet. The steps are as follows: Launch the CloudFormation stack in your account. Log in to your AWS account and open the AWS CloudFormation console.

APIs 79

APIs Scripts Accountability Enterprise 79

AWS Machine Learning

FEBRUARY 1, 2023

Many enterprise customers choose to deploy their deep learning workloads using Kubernetes—the de facto standard for container orchestration in the cloud. These images contain the Neuron SDK (excluding the Neuron driver, which runs directly on the Trn1 instances), PyTorch training script, and required dependencies.

Scripts 92

Scripts Benchmark Management Enterprise 92

AWS Machine Learning

DECEMBER 21, 2022

The offline store data is stored in an Amazon Simple Storage Service (Amazon S3) bucket in your AWS account. To schedule the procedures, you set up an AWS Glue job using a Python shell script and create an AWS Glue job schedule. Next, you need to create a Python script to run the Iceberg procedures. AWS Glue Job setup.

Scripts 74

Scripts Engineering APIs Big data 74

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

With the advent of high-speed 5G mobile networks, enterprises are more easily positioned than ever with the opportunity to harness the convergence of telecommunications networks and the cloud. Prerequisites To make this as easy as possible, ensure that your AWS account has Wavelength Zones enabled. Run the train_model.py

Telecommunications 81

Telecommunications Scripts Enterprise Engineering 81

AWS Machine Learning

JANUARY 26, 2024

In addition to awareness, your teams should take action to account for generative AI in governance, assurance, and compliance validation practices. You should begin by extending your existing security, assurance, compliance, and development programs to account for generative AI.

Best practices 123

Best practices Government Engineering Accountability 123

Callminer

AUGUST 1, 2017

Bill Dettering is the CEO and Founder of Zingtree , a SaaS solution for building interactive decision trees and agent scripts for contact centers (and many other industries). Interactive agent scripts from Zingtree solve this problem. Agents can also send feedback directly to script authors to further improve processes.

Contact Center 334

Contact Center Call Center Average Handle Time Real estate 334

AWS Machine Learning

NOVEMBER 16, 2022

Today, many AWS customers are building enterprise-ready machine learning (ML) platforms on Amazon Elastic Kubernetes Service (Amazon EKS) using Kubeflow on AWS (an AWS-specific distribution of Kubeflow) across many use cases, including computer vision, natural language understanding, speech translation, and financial modeling.

Metrics 67

Metrics Scripts Enterprise APIs 67

Call Experts

NOVEMBER 4, 2022

When you’re running a business, it can be hard to juggle all the various elements that make up the day-to-day running of your enterprise. Custom Account Scripting To Fit Your Brand. A script helps new agents follow company procedures and consistently support your customers.

Answering services 98

Answering services Scripts outsourcing Accountability 98

Totango

MARCH 15, 2022

This enables your staff to support more customers per staff member instead of tying you down to a 1-to-1 ratio between customers and account managers. Out-of-the-box modules called SuccessBLOCs come with built-in best practice scripts, KPIs and dashboards for each stage of your customer journey.

Best practices 97

Best practices Enterprise Upselling Scripts 97

AWS Machine Learning

JANUARY 5, 2024

Its AI/ML solutions drive enhanced operational efficiency, productivity, and customer experience for many of their enterprise clients. Model training: Using the SageMaker SDK, this step runs training code with the respective model image and trains datasets from pre-processing scripts while generating the trained model artifacts.

Management 111

Management APIs Engineering Government 111

AWS Machine Learning

NOVEMBER 28, 2022

To deploy our solution successfully, you need the following: An AWS account. The key file for deployment is the shell script deployment/deploy.sh. You use this file to deploy the resources in your account. Before we can run the shell script, complete the following steps: Open the deployment/app.py Prerequisites.

Scripts 76

Scripts Accountability Call flow Consulting 76

AWS Machine Learning

SEPTEMBER 16, 2022

As the following figure shows, the script PRTP Pre-Gen invokes Amazon Polly to generate the audio. If the extract config is omitted, the pre-gen script makes a sensible choice of text to extract from the body of the page. Add lexicon for pronuniciation of NE NW SE NW #Script invokes aws polly put-lexicon./addlexicon.sh.

Scripts 71

Scripts Accountability Enterprise Technology 71

AWS Machine Learning

JANUARY 17, 2023

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. Review the resources the AWS CDK creates in your AWS account and select yes when prompted to deploy the stack. The AWS CDK is installed. Clone the GitHub repository.

Construction 75

Construction Engineering Automotive Scripts 75

AWS Machine Learning

MAY 25, 2023

One of the most common applications of generative AI and large language models (LLMs) in an enterprise environment is answering questions based on the enterprise’s knowledge corpus. OpenSearch Service for storing the embeddings of the enterprise knowledge corpus and doing similarity search with user questions.

APIs 77

APIs Enterprise Accountability Chatbots 77

Callminer

SEPTEMBER 14, 2020

Learn more about how speech analytics can benefit your call center operation by downloading our white paper, 10 Ways Speech Analytics Empowers the Entire Enterprise. They can assess how current scripts are performing and change them as needed. There would be no operations without customers. Jesse Silkoff.

Call Center 182

Call Center Analytics First call resolution Metrics 182

AWS Machine Learning

MARCH 23, 2023

upload file(fname) In this example, we’re using script-mode on a natively supported framework within SageMaker ( scikit-learn ), where we instantiate our default SageMaker SKLearn estimator with a custom training script to handle the encrypted data during inference. default_bucket() upload _path = f"training data/fhe train.csv" boto3.Session().resource("s3").Bucket

Scripts 96

Scripts APIs Government Analytics 96

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. Our approach applies to both open-source and proprietary models equally.

Engineering 103

Engineering Accountability Construction APIs 103

AWS Machine Learning

NOVEMBER 1, 2022

When the registered model meets the expected performance requirements after a manual review, you can deploy the model to a SageMaker endpoint using a standalone deployment script. For this walkthrough, complete the following prerequisite steps: Set up an AWS account. script creates an Autopilot job. SageMaker pipeline steps.

Scripts 78

Scripts APIs Metrics Engineering 78

AWS Machine Learning

SEPTEMBER 28, 2022

To follow along with this post, you need an AWS account with a Studio domain. Define a processing script and processing step. In this step, you prepare a Python script to do feature engineering, one hot encoding, and curate the training, validation, and test splits to be used for model building. Prerequisites. 7*len(X)), int(.85*len(X))])

Scripts 71

Scripts Engineering APIs Management 71

AWS Machine Learning

NOVEMBER 21, 2022

2xlarge instances, so you should raise a service limit increase request if your account requires increased limits for this type. To run inference on this model, we first need to download the inference container ( deploy_image_uri ), inference script ( deploy_source_uri ), and pre-trained model ( base_model_uri ). Text classification.

Scripts 72

Scripts Metrics APIs Healthcare 72

AWS Machine Learning

FEBRUARY 13, 2024

Each worker then proceeds with the forward and backward pass defined in your training script on each GPU. If your business is facing any of the challenges described in this post and wants to save time to market and improve cost, reach out to the AWS account team in your Region and get started with SageMaker.

Engineering 101

Engineering Gamification Scripts Big data 101

Inbenta

SEPTEMBER 4, 2018

Inbenta has extensive experience deploying intelligent, conversational chatbots throughout large enterprises. Most AI providers offer their enterprise technology through Software as a Service, so in many cases, having the entire AI software in your servers is not possible — or even desirable.

Chatbots 58

Chatbots APIs Scripts Enterprise 58

Call Experts

OCTOBER 5, 2023

Whether it’s a contact center for doctors or accountants , these customer service hubs are not merely cost centers but vital touchpoints for building and maintaining strong customer relationships. Tools and resources to help agents succeed include knowledge bases and scripts. Why are Call Centers Important?

Contact Center 105

Contact Center Call Center outsourcing contact center solutions 105

Tethr

JANUARY 30, 2020

Script adherence Proper greeting Required closing Compliance (proper authentication, retrieval of account number, disclosure statement) Skills & behaviors (professionalism, empathy, subject matter expertise, confidence, friendliness). Here are some points they are ticking off their boxes. Stop entertaining a broken system.

Call Center 83

Call Center Scripts Average Handle Time Entertainment 83

CSM Magazine

JUNE 27, 2023

The investment follows 234% year-over-year enterprise client growth fueled by the rapid adoption of Zenarate’s solution which is transforming how agents learn and perform. Agents are often the only human connection brands have with their customers and prospects.

Coaching 59

Coaching Telecommunications Healthcare First call resolution 59

AWS Machine Learning

APRIL 11, 2023

Enterprise customers have multiple lines of businesses (LOBs) and groups and teams within them. These enterprise customers that are starting to adopt AWS, expanding their footprint on AWS, or plannng to enhance an established AWS environment need to ensure they have a strong foundation for their cloud environment.

APIs 70

APIs Accountability Scripts Enterprise 70

Totango

AUGUST 23, 2022

This may involve activating an account, setting up a username and password, completing a profile, getting oriented within your navigational menu or learning to use your product’s basic features. However, your marketing and sales department may pursue retention policies to win back lost accounts. Expansion and Growth.

B2B 117

B2B Journey mapping SaaS Engineering 117

AWS Machine Learning

JUNE 9, 2022

Incremental training allows you to train a model you have already fine-tuned using an expanded dataset that contains an underlying pattern not accounted for in previous fine-tuning runs, which resulted in poor model performance. In this post, we’re excited to announce that all trainable JumpStart models now support incremental training.

Scripts 67

Scripts APIs Enterprise Accountability 67

Inbenta

SEPTEMBER 4, 2018

Inbenta has extensive experience deploying intelligent, conversational chatbots throughout large enterprises. Most AI providers offer their enterprise technology through Software as a Service, so in many cases, having the entire AI software in your servers is not possible — or even desirable.

Chatbots 40

Chatbots APIs Scripts Enterprise 40