AWS Machine Learning

JUNE 15, 2023

We demonstrate how to use the AWS Management Console and Amazon Translate public API to deliver automatic machine batch translation, and analyze the translations between two language pairs: English and Chinese, and English and Spanish. In this post, we present a solution that D2L.ai

APIs 75

APIs Benchmark Best practices Engineering 75

AWS Machine Learning

JANUARY 6, 2023

TR’s customers span across the financial, risk, legal, tax, accounting, and media markets. Prior to building this centralized platform, TR had a legacy rules-based engine to generate renewal recommendations. In this post, we showed you how TR used Amazon Personalize and other AWS services to implement a recommendation engine.

Personalization 66

Personalization APIs Engineering Enterprise 66

AWS Machine Learning

OCTOBER 4, 2022

You previously had to rely on personally identifiable information (PII) rules engines that could flag false positives or miss data, or you had to build and maintain custom machine learning (ML) models to identify PII in your streaming data. Total cost for identifying log records with PII using ContainsPiiEntities API = $0.1

APIs 84

APIs Banking Analytics Accountability 84

AWS Machine Learning

SEPTEMBER 1, 2023

These teams are as follows: Advanced analytics team (data lake and data mesh) – Data engineers are responsible for preparing and ingesting data from multiple sources, building ETL (extract, transform, and load) pipelines to curate and catalog the data, and prepare the necessary historical data for the ML use cases.

Engineering 104

Engineering Accountability Construction APIs 104

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 73

Scripts Engineering APIs Big data 73

AWS Machine Learning

NOVEMBER 8, 2023

We have developed a MONAI Deploy connector to AHI to integrate medical imaging AI applications with subsecond image retrieval latencies at scale powered by cloud-native APIs. AHI provides API access to ImageSet metadata and ImageFrames. These two options cover a majority of near-real-time medical imaging inference pipeline use cases.

Healthcare 96

Healthcare APIs Enterprise Engineering 96

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 124

Best practices Government Engineering Accountability 124

AWS Machine Learning

OCTOBER 6, 2022

To classify and extract information needed to validate information in accordance with a set of configurable funding rules, Informed uses a series of proprietary rules and heuristics, text-based neural networks, and image-based deep neural networks, including Amazon Textract OCR via the DetectDocumentText API and other statistical models.

APIs 72

APIs Banking SaaS Engineering 72

AWS Machine Learning

NOVEMBER 27, 2023

According to IDC , unstructured data accounts for over 80% of all business data today. Let’s invoke the Amazon OpenSearch API to search relevant documents for the generated vector embeddings. The same feature engineering code is often run again and again, wasting time and compute resources on repeating the same operations.

Engineering 75

Engineering APIs Big data Accountability 75

AWS Machine Learning

JULY 29, 2022

Large enterprises sometimes set up a center of excellence (CoE) to tackle the needs of different lines of business (LoBs) with innovative analytics and ML projects. To generate high-quality and performant ML models at scale, they need to do the following: Provide an easy way to access relevant data to their analytics and ML CoE.

Government 77

Government Banking Analytics Accountability 77

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. In this post, we address the analytics and ML platform team as a consumer in the data mesh.

Scripts 71

Scripts Analytics Accountability Engineering 71

AWS Machine Learning

MAY 25, 2023

We implement the RAG functionality inside an AWS Lambda function with Amazon API Gateway to handle routing all requests to the Lambda. We implement a chatbot application in Streamlit which invokes the function via the API Gateway and the function does a similarity search in the OpenSearch Service index for the embeddings of user question.

APIs 77

APIs Enterprise Accountability Chatbots 77

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. frameworks to restrict client access to your APIs. Select Enable OAuth Settings.

APIs 78

APIs Scripts Management Accountability 78

AWS Machine Learning

NOVEMBER 16, 2023

With SageMaker MLOps tools, teams can easily train, test, troubleshoot, deploy, and govern ML models at scale to boost productivity of data scientists and ML engineers while maintaining model performance in production. Maintainability – The platform’s architecture and code base should be well organized, modular, and maintainable.

Healthcare 90

Healthcare Government Engineering APIs 90

AWS Machine Learning

DECEMBER 1, 2022

These platforms help farmers make sense of their data by integrating information from multiple sources for use in visualization and analytics applications. These differences in satellite images and frequencies also lead to differences in API capabilities and features. Integrated access to Sentinel satellite imagery and data for ML.

APIs 74

APIs Analytics Engineering Technology 74

AWS Machine Learning

JULY 6, 2023

Depending on the needs, any and all parts of the ML lifecycle can be run in either the customer AWS account or SaaS AWS account, and data and models can be shared across accounts using AWS Identity and Access Management (IAM) policies or third-party user-based access tools. The recommended method is to use IAM roles.

SaaS 76

SaaS Accountability APIs Engineering 76

AWS Machine Learning

SEPTEMBER 19, 2023

The key components of the technical architecture are as follows: Data storage and analytics – The quarterly financial earning recordings as audio files, financial annual reports as PDF files, and S&P stock data as CSV files are hosted on Amazon Simple Storage Service (Amazon S3). Data exploration on stock data is done using Athena.

Marketing 103

Marketing APIs Engineering Analytics 103

AWS Machine Learning

MARCH 23, 2023

Homomorphic encryption is a new approach to encryption that allows computations and analytical functions to be run on encrypted data, without first having to decrypt it, in order to preserve privacy in cases where you have a policy that states data should never be decrypted. The following figure shows both versions of these patterns.

Scripts 96

Scripts APIs Government Analytics 96

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. Prompt engineering makes generative AI applications more efficient and effective.

Engineering 117

Engineering Chatbots Accountability Enterprise 117

NobelBiz

APRIL 23, 2024

Account Setup and Verification : Upon receiving a debt, the agency sets up an account for the debtor and verifies all the details. Advanced analytics and machine learning algorithms are also being integrated into call center operations to predict debtor behavior and optimize contact strategies.

Customer centricity 59

Customer centricity Contact Center Technology Telemarketing 59

AWS Machine Learning

JULY 24, 2023

This blog post was co-authored, and includes an introduction, by Zilong Bai, senior natural language processing engineer at Patsnap. Because there is no such existing feature in a patent search engine (to their best knowledge), Patsnap believes adding this feature will increase end-user stickiness. gpt2 and predictor.py client('sts').get_caller_identity()['Account']

APIs 67

APIs Engineering Construction Benchmark 67

AWS Machine Learning

FEBRUARY 6, 2023

Tasks like account balance lookups are completed in seconds, a 90% reduction in time compared to WaFd’s legacy system. How Talkdesk integrates with Amazon Lex When the call reaches Talkdesk Virtual Agent , Talkdesk uses the continuous streaming capability of the Amazon Lex API to enable conversation with the Amazon Lex bot.

Cloud contact 68

Cloud contact Self service Contact Center Virtual Agent 68

AWS Machine Learning

MARCH 13, 2023

This post is co-written with Mahima Agarwal, Machine Learning Engineer, and Deepak Mettem, Senior Engineering Manager, at VMware Carbon Black VMware Carbon Black is a renowned security solution offering protection against the full spectrum of modern cyberattacks. Amazon SNS is fully managed pub/sub service for A2A and A2P messaging.

Engineering 82

Engineering APIs Metrics Management 82

AWS Machine Learning

JUNE 13, 2023

In other words, it is a search engine that specializes in internal information. In addition, the connector is loaded through a restricted account, allowing for a security-conscious implementation. API implementations, so we can eventually provide customized search pages to our employees to improve their experience.

Chatbots 78

Chatbots Engineering Enterprise APIs 78

AWS Machine Learning

JULY 7, 2022

You can use APIs or AWS CloudFormation (see Creating Amazon Lex V2 resources with AWS CloudFormation ) to manage the bot programmatically. For example, consider a situation where you inadvertently introduce a typo in the regular expression used for an account ID slot type, which leads to bot re-prompting the user to provide input again.

Best practices 75

Best practices Metrics APIs Accountability 75

AWS Machine Learning

JUNE 24, 2022

In a previous post , we talked about analyzing and tagging assets stored in Veeva Vault PromoMats using Amazon AI services and the Veeva Vault Platform’s APIs. For example, you can use the connector to extract standardized study information from protocols stored in Vault RIM and expose it downstream to medical analytics insight teams.

APIs 72

APIs Healthcare SaaS Engineering 72

AWS Machine Learning

FEBRUARY 29, 2024

OpenSearch is a scalable, flexible, and extensible open source software suite for search, analytics, security monitoring, and observability applications, licensed under the Apache 2.0 You can also add data incrementally by importing records using the Amazon Personalize console or API. Launch the CloudFormation stack directly.

Personalization 92

Personalization Accountability Entertainment Construction 92

AWS Machine Learning

NOVEMBER 26, 2023

You can get started without any prior ML experience, using APIs to easily build sophisticated personalization capabilities in a few clicks. Next Best Action takes the in-session interests of each user into account and provides action recommendations in real time. Pranesh Anubhav is a Senior Software Engineer for Amazon Personalize.

Personalization 80

Personalization Engineering APIs Technology 80

AWS Machine Learning

MARCH 30, 2023

You can get started without any prior ML experience, using APIs to easily build sophisticated personalization capabilities in a few clicks. For any parameter values that are greater than 2 hours, Amazon Personalize automatically refreshes the trending item recommendations every 2 hours to account for new interactions and new items.

Personalization 83

Personalization APIs Accountability Engineering 83

AWS Machine Learning

OCTOBER 5, 2022

Based on 10 years of historical data, hundreds of thousands of face-offs were used to engineer over 70 features fed into the model to provide real-time probabilities. By continuously listening to NHL’s expertise and testing hypotheses, AWS’s scientists engineered over 100 features that correlate to the face-off event.

Calibration 92

Calibration Engineering Automotive Analytics 92

AWS Machine Learning

SEPTEMBER 19, 2023

The challenge The VirtuSwap Minerva engine creates recommendations for optimal distribution of liquidity between different liquidity pools, while taking into account multiple parameters, such as trading volumes, current market liquidity, and volatilities of traded assets, constrained by a total amount of liquidity available for distribution.

APIs 119

APIs Accountability Engineering Technology 119

AWS Machine Learning

JULY 19, 2022

We set the OutputFormat to mp3 , which tells Amazon Polly to generate an audio stream for this API call. We again use the start_speech_synthesis_task method but specify OutputFormat to json , which tells Amazon Polly to generate speech marks for this API call. Prerequisites. AWS Cloud Development Kit (AWS CDK). Deploy the solution.

Engineering 85

Engineering APIs Education Best practices 85

AWS Machine Learning

JUNE 5, 2023

Gopi Mudiyala is a Senior Technical Account Manager at AWS. He brings over 11 years of risk management, technology consulting, data analytics, and machine learning experience. Iaroslav Shcherbatyi is a Machine Learning Engineer at AWS. He helps customers in the Financial Services industry with their operations in AWS.

APIs 77

APIs Enterprise Benchmark Metrics 77

ConvergeOne

FEBRUARY 16, 2021

Based on fast-paced interviews with the CEO, CTO, and engineering staff, the primary business requirements were identified. Video analytics and monitoring would be highly beneficial for security purposes. The Meraki solution has an open and easily consumed API that allows you, the customer, to develop solutions as you see fit.

Wireless 82

Wireless Finance APIs Engineering 82

aircall

DECEMBER 19, 2022

Analytics. A VoIP platform that offers you analytical insights into your calls can help you increase your communication power and efficiency. With a clear view of issues such as caller wait times, solutions can be engineered before the challenges start to hurt client relationships. . Grasshopper. Entry-level integrations: 15.

voip 62

voip Analytics APIs Interactive Voice Response 62

AWS Machine Learning

DECEMBER 23, 2022

As organizations incorporate machine learning (ML) and analytics into their applications, using this data can provide insights on how to create more seamless customer experiences. The Step Functions map state is used to execute these redaction jobs in parallel by calling the StartPIIEntitiesDetectionJob API. Deploy the sample solution.

APIs 83

APIs Engineering Analytics Call Center 83

aircall

JUNE 11, 2021

2015 — An open API (applied programming interface) technology was invented to allow software applications to sync and share data between them. A discussion of voice communications isn’t complete without VoIP (voice over internet protocol) and an open API (applied programming interface) technology. Telecommunication Now.

voip 62

voip APIs Call Center Telecommunications 62