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 data scientists in this team use Amazon SageMaker to build and train a credit risk prediction model using the shared credit risk data product from the consumer banking LoB. Data exploration.

Scripts 71

Scripts Analytics Accountability Engineering 71

AWS Machine Learning

OCTOBER 25, 2022

It’s a popular orchestrator for ML and AI workflows, and an increasingly popular container orchestration service in a typical inference architecture for applications like recommendation engines, sentiment analysis, and ad ranking that need to serve a large number of models, with a mix of classical ML and deep learning (DL) models.

APIs 77

APIs Scripts Banking Engineering 77

AWS Machine Learning

MARCH 21, 2023

Data Wrangler is a low-code tool that facilitates data analysis, preprocessing, and visualization. For this post, we use the bank-full.csv data from the University of California Irving Machine Learning Repository to demonstrate these functionalities. The data is related to the direct marketing campaigns of a banking institution.

Scripts 62

Scripts Banking APIs Best practices 62

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 103

Engineering Accountability Construction APIs 103

AWS Machine Learning

AUGUST 14, 2023

[Name]: Franck Riboud [Position]: CEO [Company]: Danone ### [Text]: David Melvin is an investment and financial services professional at CITIC CLSA with over 30 years’ experience in investment banking and private equity. Answer: API ### Context: All plans can be stopped anytime. He is currently a Senior Adviser of CITIC CLSA.

Engineering 71

Engineering APIs Chatbots Scripts 71

Pointillist

SEPTEMBER 10, 2020

Take, for example, a customer desiring to move money from one account to another via their mobile phone. In contrast, organizations that use a journey-based approach can take a much more comprehensive set of behaviors into account—including inaction in a parallel Device Activation Journey. Unfortunately, many enterprises under deliver.

Personalization 128

Personalization Interactive Voice Response Enterprise Upselling 128

ChurnZero

MARCH 18, 2022

But I don’t want to disincentivize my best CSMs from taking the hardest accounts. Their report shares the results from a survey of private SaaS companies which KBCM Technology Group’s software investment banking team conducted in June and July 2021. The last company I ran, we sold to the VP of financial planning and analysis.

SaaS 98

SaaS Metrics Enterprise Surveys 98

AWS Machine Learning

NOVEMBER 21, 2022

Organizations across industries such as retail, banking, finance, healthcare, manufacturing, and lending often have to deal with vast amounts of unstructured text documents coming from various sources, such as news, blogs, product reviews, customer support channels, and social media. Training uses five ml.g4dn.2xlarge Text classification.

Scripts 72

Scripts Metrics APIs Healthcare 72

AWS Machine Learning

NOVEMBER 1, 2023

Organizations can search for PII using methods such as keyword searches, pattern matching, data loss prevention tools, machine learning (ML), metadata analysis, data classification software, optical character recognition (OCR), document fingerprinting, and encryption.

APIs 87

APIs Engineering Government Telecommunications 87

AWS Machine Learning

MAY 24, 2023

The following video highlights the dialogue-guided IDP system by processing an article authored by the Federal Reserve Board of Governors , discussing the collapse of Silicon Valley Bank in March 2023. A key advantage of local LLM deployment lies in its ability to enhance data security without submitting data outside to third-party APIs.

Banking 74

Banking APIs Engineering Accountability 74

AWS Machine Learning

FEBRUARY 14, 2024

Amazon Bedrock offers a choice of high-performing foundation models from leading AI companies, including AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon, via a single API. Prerequisites Before you deploy this solution, make sure you have the following prerequisites set up: A valid AWS account.

Engineering 115

Engineering Chatbots Accountability Enterprise 115

AWS Machine Learning

JUNE 7, 2023

Amazon Textract has a Tables feature within the AnalyzeDocument API that offers the ability to automatically extract tabular structures from any document. Tabular structures in documents such as financial reports, paystubs, and certificate of analysis files are often formatted in a way that enables easy interpretation of information.

APIs 70

APIs Real estate Government Marketing 70

AWS Machine Learning

AUGUST 15, 2022

This extracted data is often used to gather insights via data analysis, or sent to downstream systems such as databases or transactional systems. For the purposes of this post, we consider a set of sample documents such as bank statements, invoices, and store receipts. label = [name for name in names if(name in document)].

APIs 71

APIs Banking Finance Analytics 71

Comm100

OCTOBER 19, 2022

This is a verification of an individual’s identity if they make a transaction or if the bot needs to access a bank account during the chat. #3 6 Sentiment Analysis. Sentiment analysis is a feature that can identify whether a customer response is positive, negative, or neutral. 10 Chatbot API. Personal Scan.

Chatbots 89

Chatbots APIs Analytics Upselling 89

AWS Machine Learning

JUNE 23, 2023

An AWS account with admin access. A Snowflake Enterprise Account in your preferred AWS Region with ACCOUNTADMIN access. We use this extracted dataset for exploratory data analysis and feature engineering. For Analysis type , choose Data Quality and Insights Report. For Transform , choose Principal component analysis.

Engineering 76

Engineering Enterprise Analytics Metrics 76

CustomerSuccessBox

FEBRUARY 28, 2022

Twilio is a platform that creates easier communication by enabling messages, VoIP and phones to be embedded in mobile, web, and desktop applications, giving businesses the ability to have better communication with the customers with their API integrations to make it a toolkit for every developer’s need. An average customer is worth $10,000.

SaaS 52

SaaS Best practices Enterprise Customer retention 52

ProProfs Blog

NOVEMBER 15, 2021

Also, Google Forms provides reports in the form of charts that are easy to understand and could be easily exported to Google sheets for better analysis. Despite the fact that you downgrade your account, all your data will still be secured provided that it does not exceed the storage limit on free accounts.

Surveys 148

Surveys Analytics Enterprise Feedback 148

AWS Machine Learning

MAY 7, 2024

To deploy a model from SageMaker JumpStart, you can use either APIs, as demonstrated in this post, or use the SageMaker Studio UI. Your AnyCompany Financial Services, LLC credit card account 1111-0000-1111-0008 has a minimum payment of $24.53 To explore the list of SageMaker JumpStart models, see JumpStart Available Model Table.

Engineering 95

Engineering Technical Support Chatbots Best practices 95

AWS Machine Learning

JUNE 24, 2022

We split the environment into multiple AWS accounts: Data lake – Stores all the ingested data from on premises (or other systems) to the cloud. The data is cataloged via the AWS Glue Data Catalog and shared with other users and accounts via AWS Lake Formation (the data governance layer). Standardising repository branching and CI/CD.

Enterprise 90

Enterprise Engineering Accountability APIs 90

AWS Machine Learning

DECEMBER 5, 2022

Whether it’s registering at a website, transacting online, or simply logging in to your bank account, organizations are actively trying to reduce the friction their customers experience while at the same time enhance their security, compliance, and fraud prevention measures. The following diagram outlines the process. 114192_4M49.jpeg.

Metrics 69

Metrics Best practices Banking APIs 69

AWS Machine Learning

SEPTEMBER 29, 2022

The solution workflow contains the following steps: The admin deploys the QnABot solution into their AWS account, opens the Content Designer UI, and uses Amazon Cognito to authenticate. The admin configures questions and answers in the Content Designer, and the UI sends requests to Amazon API Gateway to save the questions and answers.

Virtual Agent 68

Virtual Agent Call flow Interactive Voice Response Contact Center 68

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. Areas Where CTI Helps.

call center workforce 54

call center workforce Call Center Technology Management 54

JustCall

FEBRUARY 28, 2024

Several competitors offer strong auto dialer features at more affordable rates, letting you streamline calls without breaking the bank. Embrace change with customizable workflows and open APIs for future integrations. Account Executive. Consider alternatives if you’re budget-minded. Insurance Broker.

Real estate 52

Real estate CRM Sales Analytics 52

AWS Machine Learning

MARCH 19, 2024

PandasAI is a Python library that adds generative AI capabilities to pandas, the popular data analysis and manipulation tool. Beyond time series data analysis, FMs prove valuable in various industrial applications. The user can use the Amazon Recognition DetectText API to extract text data from these images.

Construction 115

Construction Scripts APIs Enterprise 115

NobelBiz

AUGUST 11, 2022

Key information (activity, location, prior purchases, outstanding bank balances, and so on) is displayed at a glance to handle any customer concerns as fast as possible and to further enhance and personalize the customer experience. Data and performance analysis are crucial for call centers to continually improve.

contact center solutions 52

contact center solutions Contact Center Interactive Voice Response Cloud contact 52

AWS Machine Learning

JANUARY 31, 2024

Given the expansive realm of image forgery detection, we use the Error Level Analysis (ELA) algorithm as an illustrative method for detecting forgeries. This makes ELA accessible as a first-pass analysis tool. Prerequisites To follow along with this post, complete the following prerequisites: Have an AWS account.

APIs 90

APIs Banking Construction Accountability 90

AWS Machine Learning

SEPTEMBER 12, 2023

Solution overview Scalable Capital’s ML infrastructure consists of two AWS accounts: one as an environment for the development stage and the other one for the production stage. 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

NOVEMBER 30, 2023

Lexis Nexis Legal & Professional is transforming legal work for lawyers and increasing their productivity with Lexis+ AI conversational search, summarization, and document drafting and analysis capabilities. With Amazon Bedrock, customers are only ever one API call away from a new model.

APIs 126

APIs Enterprise Best practices Technology 126

AWS Machine Learning

JULY 13, 2023

Amazon SageMaker distributed training jobs enable you with one click (or one API call) to set up a distributed compute cluster, train a model, save the result to Amazon Simple Storage Service (Amazon S3), and shut down the cluster when complete. We used the source provided in the SageMaker example repository.

Metrics 68

Metrics Construction Best practices APIs 68

ProProfs Blog

OCTOBER 25, 2021

Real-Time Response Collection and Analysis. Key features of SurveyMonkey are: Versatile question bank with hundreds of questions. . The flagship feature of Qualaroo is sentiment analysis. AI-powered sentiment analysis to track customer sentiments and opinions. Option to randomize survey questions to reduce order bias.

Feedback 148

Feedback Surveys Enterprise Analytics 148

AWS Machine Learning

NOVEMBER 28, 2022

For example, WaFd Bank, a full-service US bank, improved its customer experience with Talkdesk (a global cloud contact center company) and AWS Contact Center Intelligence (CCI) solutions, reducing call times by up to 90%. Customers can use AWS AI services with no ML expertise required.

Healthcare 83

Healthcare Analytics Banking Enterprise 83

AWS Machine Learning

JANUARY 9, 2023

Example workloads for SageMaker batch transform include offline applications such as banking applications for predicting customer churn where an offline job can be scheduled to run periodically. A proper performance testing and analysis is recommended in successful production deployments.

Metrics 74

Metrics Best practices Engineering Management 74