AWS Machine Learning

JULY 29, 2022

In part 1 , we addressed the data steward persona and showcased a data mesh setup with multiple AWS data producer and consumer accounts. The workflow consists of the following components: The producer data steward provides access in the central account to the database and table to the consumer account. Data exploration.

Scripts 71

Scripts Analytics Accountability Engineering 71

AWS Machine Learning

MARCH 21, 2023

Data Wrangler is a low-code tool that facilitates data analysis, preprocessing, and visualization. Instead of hardcoding the custom function into your custom transform step, you pull a script containing the function from CodeCommit, load it, and call the loaded function in your custom transform step. Choose Preview.

Scripts 62

Scripts Banking APIs Best practices 62

AWS Machine Learning

MARCH 20, 2023

Use the supplied Python scripts for quantization. Run the provided Python test scripts to invoke the SageMaker endpoint for both INT8 and FP32 versions. Quantizing the model in PyTorch is possible with a few APIs from Intel PyTorch extensions. py scripts for testing. times greater with INT8 quantization. 2xLarge-INT8 35.7

Calibration 78

Calibration Scripts Benchmark APIs 78

AWS Machine Learning

MAY 22, 2023

These models have proven extremely effective for a wide range of text-based tasks, from question answering to sentiment analysis. Prerequisites To get started, all you need is an AWS account in which you can use Studio. The power of LLMs comes from their capacity to learn and generalize from extensive and diverse training data.

APIs 91

APIs Scripts Metrics Accountability 91

AWS Machine Learning

AUGUST 30, 2023

For a quantitative analysis of the generated impression, we use ROUGE (Recall-Oriented Understudy for Gisting Evaluation), the most commonly used metric for evaluating summarization. Prerequisites To get started, you need an AWS account in which you can use SageMaker Studio.

Healthcare 114

Healthcare APIs Scripts Metrics 114

AWS Machine Learning

JUNE 9, 2022

Recently, we also announced the launch of easy-to-use JumpStart APIs as an extension of the SageMaker Python SDK, allowing you to programmatically deploy and fine-tune a vast selection of JumpStart-supported pre-trained models on your own datasets. The dataset has been downloaded from TensorFlow. Walkthrough overview.

Scripts 66

Scripts APIs Enterprise Accountability 66

Real Blue Sky

MAY 18, 2022

With a properly scripted menu, customers can not only solve common service issues, but they can also access a brand’s return policy, obtain product information and pricing, pay a bill, start a return, drill-down on account specific information, and so much more. Self-service options can also be used to perform a variety of tasks.

Interactive Voice Response 52

Interactive Voice Response Self service APIs Contact Center 52

AWS Machine Learning

AUGUST 3, 2023

Finally, we show how you can integrate this car pose detection solution into your existing web application using services like Amazon API Gateway and AWS Amplify. For each option, we host an AWS Lambda function behind an API Gateway that is exposed to our mock application. iterdir(): if p_file.suffix == ".pth":

APIs 63

APIs Scripts Engineering Technical Support 63

CSM Magazine

DECEMBER 12, 2019

When IVR systems are programmed to communicate business hours, billing information, and even certain types of account information, CX can be significantly improved without sacrificing functionality. If you can account for them, you can in fact, predict the calls that will result. Cloud-based APIs.

Interactive Voice Response 52

Interactive Voice Response Customer Experience APIs Average Handle Time 52

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. This notebook demonstrates how to use the JumpStart API for text classification. max_jobs = 6 # Change parallel training jobs run by AMT to reduce total training time, constrained by your account limits. #

Scripts 71

Scripts Metrics APIs Healthcare 71

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 125

Best practices Government Engineering Accountability 125

AWS Machine Learning

SEPTEMBER 1, 2023

Each business unit has each own set of development (automated model training and building), preproduction (automatic testing), and production (model deployment and serving) accounts to productionize ML use cases, which retrieve data from a centralized or decentralized data lake or data mesh, respectively.

Engineering 105

Engineering Accountability Construction APIs 105

AWS Machine Learning

FEBRUARY 8, 2024

At the forefront of this evolution sits Amazon Bedrock , a fully managed service that makes high-performing foundation models (FMs) from Amazon and other leading AI companies available through an API. System integration – Agents make API calls to integrated company systems to run specific actions.

APIs 123

APIs Scripts Enterprise Management 123

AWS Machine Learning

FEBRUARY 1, 2023

Amazon Rekognition has two sets of APIs that help you moderate images or videos to keep digital communities safe and engaged. Some customers have asked if they could use this approach to moderate videos by sampling image frames and sending them to the Amazon Rekognition image moderation API.

APIs 66

APIs Scripts Metrics Surveys 66

NobelBiz

FEBRUARY 15, 2023

Key Points CCaaS is paramount to successfully add a new communication channel You must consider the tone, scripts and pace of new channels Your Call Center must track the right KPIs for every new channel How to add a new communication channel in a call center? Integration with your current software (CRM, API etc.)

Call Center 52

Call Center Scripts Average Handle Time Customer effort 52

JustCall

DECEMBER 23, 2022

You need to take various parameters into account, such as ease of use, cost, support quality, your use case and product features and capabilities. per user per month Premium – Message, video, and phone features and an open API at $33.74 per user, per month for a customized UCaaS platform with dashboards, analytics, and open APIs.

voip 52

voip APIs CRM Enterprise 52

JustCall

MARCH 9, 2023

With CI technology, you can rest assured that all (100%) customer interactions are accounted for and recorded, leaving no room for error. Call Recording and Analytics Software Call recordings are analyzed for important moments that indicate whether reps are following or deviating from their call plan/script.

Coaching 52

Coaching Sales Chatbots Analytics 52

JustCall

FEBRUARY 28, 2024

Embrace change with customizable workflows and open APIs for future integrations. Dynamic scripts and video calling: Offers customizable scripts for smoother conversations and the ability to conduct video calls. Account Executive. You should opt for a solution that adapts to your evolving needs. Insurance Broker.

Real estate 52

Real estate CRM Sales Analytics 52

AWS Machine Learning

AUGUST 14, 2023

Answer: 2021 ### Context: NLP Cloud developed their API by mid-2020 and they added many pre-trained open-source models since then. Answer: API ### Context: All plans can be stopped anytime. The model URI, which contains the inference script, and the URI of the Docker container are obtained through the SageMaker SDK.

Engineering 71

Engineering APIs Chatbots Scripts 71

JustCall

APRIL 12, 2023

in your office space The JustCall app can be downloaded on your laptop, tablet, or phone, and your account can also be accessed on the Web via your browser, meaning you can access it on the go Highlights of Aircall Aircall doubles up as a modern phone solution for your Sales and Support teams.

Real estate 52

Real estate Interactive Voice Response CRM Call Center 52

AWS Machine Learning

APRIL 5, 2024

Gramener’s GeoBox solution empowers users to effortlessly tap into and analyze public geospatial data through its powerful API, enabling seamless integration into existing workflows. A grid system is established with a 48-meter grid size using Mapbox’s Supermercado Python library at zoom level 19, enabling precise spatial analysis.

APIs 106

APIs Engineering Analytics Healthcare 106

AWS Machine Learning

OCTOBER 10, 2023

As a SageMaker JumpStart model hub customer, you can use ASR without having to maintain the model script outside of the SageMaker SDK. In this post, we demonstrate how to deploy the Whisper API using the SageMaker Studio console or a SageMaker Notebook and then use the deployed model for speech recognition and language translation.

APIs 93

APIs Scripts Metrics Accountability 93

AWS Machine Learning

NOVEMBER 1, 2022

According to a Forbes survey , there is widespread consensus among ML practitioners that data preparation accounts for approximately 80% of the time spent in developing a viable ML model. Additionally, we won’t be able to make an informed decision post-analysis of those insights prior to building the ML models. Overview of solution.

Engineering 91

Engineering APIs Accountability industry solution 91

pindrop

OCTOBER 21, 2021

Process Automation – Intelligent call routing, intelligent scripting and unification of desktop across applications to improve agent efficiency. Fraudsters employ brute force tactics to extract account information and identity data out of the IVR and leverage that data across other channels to commit fraud. How can Pindrop help?

Contact Center 57

Contact Center Interactive Voice Response Self service Call Center 57

Tenfold - Contact Center Blog

DECEMBER 28, 2017

While agents hold the keys to your company’s success, they are also the most expensive resource you have – accounting for 60% to 70% of expenses in a contact center. AI tools like speech analysis and chat bots can assist the customer improving productivity in call centers. AI helps in quality assurance. Areas Where CTI Helps.

call center workforce 54

call center workforce Call Center Technology Management 54

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 98

APIs Scripts Entertainment Personalization 98

AWS Machine Learning

APRIL 29, 2024

To build a production-grade AI system today (for example, to do multilingual sentiment analysis of customer support conversations), what are the primary technical challenges? This often means the method of using a third-party LLM API won’t do for security, control, and scale reasons. The following figure illustrates this workflow.

APIs 99

APIs Engineering Scripts Management 99

AWS Machine Learning

MARCH 22, 2023

An AWS account with permissions to create AWS Identity and Access Management (IAM) policies and roles. Access and permissions to configure IDP to register Data Wrangler application and set up the authorization server or API. For each user, the authorization server or the API sends tokens to Data Wrangler with Snowflake as the audience.

APIs 79

APIs Engineering Analytics Scripts 79

AWS Machine Learning

DECEMBER 5, 2023

For instance, according to International Data Corporation (IDC), the world’s data volume is expected to increase tenfold by 2025, with unstructured data accounting for a significant portion. Amazon Comprehend custom classification API is used to organize your documents into categories (classes) that you define. in the notebook.

APIs 101

APIs Enterprise Accountability Healthcare 101

AWS Machine Learning

DECEMBER 6, 2023

Another driver behind RAG’s popularity is its ease of implementation and the existence of mature vector search solutions, such as those offered by Amazon Kendra (see Amazon Kendra launches Retrieval API ) and Amazon OpenSearch Service (see k-Nearest Neighbor (k-NN) search in Amazon OpenSearch Service ), among others.

Analytics 104

Analytics APIs Engineering Construction 104

AWS Machine Learning

OCTOBER 11, 2022

It provides APIs powered by ML to extract key phrases, entities, sentiment analysis, and more. You also need an AWS account and the ability to create AWS resources. For this demo, you should have the following prerequisites: An AWS account. The code for this solution is available on Github. Prerequisites. Python 3.7

APIs 74

APIs Enterprise Engineering Accountability 74

JustCall

APRIL 5, 2023

That said, the platform supports diverse IP phones that can be purchased through an account holder’s administration portal. 8×8 provides solutions for VoIP calls, video conferencing, APIs for SMS and chat, and so on, and also integrates with third-party solutions like Microsoft Teams, Salesforce, Google Workspace, and Freshdesk.

voip 52

voip Enterprise Interactive Voice Response CRM 52

AWS Machine Learning

SEPTEMBER 11, 2023

You must also associate a security group for your VPC with these endpoints to allow all inbound traffic from port 443: SageMaker API: com.amazonaws.region.sagemaker.api. This is required to communicate with the SageMaker API. SageMaker runtime: com.amazonaws.region.sagemaker.runtime.

Scripts 97

Scripts APIs Management Engineering 97

CallSource Insights

NOVEMBER 15, 2018

Setting up Google Analytics is simple: you add the script to the right place on your website and you are good to go. The structure of every Google Analytics instance is as follows: Account > Property > View. The Account. You can have access (per user) to 100 maximum accounts. The maximum is 50 per account.

Analytics 70

Analytics Accountability Marketing APIs 70

AWS Machine Learning

OCTOBER 19, 2022

To demonstrate how you can use this solution in your existing business infrastructures, we also include an example of making REST API calls to the deployed model endpoint, using AWS Lambda to trigger both the RCF and XGBoost models. If you don’t have an account, you can sign up for one. Prerequisites. Launch the solution.

APIs 66

APIs Metrics Calibration Accountability 66

AWS Machine Learning

JUNE 6, 2023

This post further walks through a step-by-step implementation of fine-tuning a RoBERTa (Robustly Optimized BERT Pretraining Approach) model for sentiment analysis using AWS Deep Learning AMIs (AWS DLAMI) and AWS Deep Learning Containers (DLCs) on Amazon Elastic Compute Cloud (Amazon EC2 p4d.24xlarge) torch.compile + bf16 + fused AdamW.

Scripts 69

Scripts APIs Benchmark Management 69

AWS Machine Learning

JANUARY 19, 2024

The concepts illustrated in this post can be applied to applications that use PLM features, such as recommendation systems, sentiment analysis, and search engines. The task assigned to the BERT PLM can be a text-based task such as sentiment analysis, text classification, or Q&A. Choose Request increase at account-level.

Metrics 99

Metrics Scripts Benchmark Enterprise 99