AWS Machine Learning

OCTOBER 19, 2023

In this post, we discuss how to use the Custom Moderation feature in Amazon Rekognition to enhance the accuracy of your pre-trained content moderation API. The unique ID of the trained adapter can be provided to the existing DetectModerationLabels API operation to process images using this adapter.

APIs 111

APIs Best practices Advertising Accountability 111

AWS Machine Learning

NOVEMBER 2, 2023

Amazon Bedrock is a fully managed service that makes foundation models from leading AI startups and Amazon available via easy-to-use API interfaces. The solution also uses the grammatical error correction API and the paraphrase API from AI21 to recommend word and sentence corrections.

APIs 107

APIs Education Transportation Accountability 107

AWS Machine Learning

NOVEMBER 17, 2023

The action is an API that the model can invoke from an allowed set of APIs. Components in agents for Amazon Bedrock Behind the scenes, agents for Amazon Bedrock automate the prompt engineering and orchestration of user-requested tasks. It, then, uses the API schema to invoke corresponding code in the Lambda function.

APIs 90

APIs Customer Service Construction Analytics 90

AWS Machine Learning

MARCH 11, 2024

This service provides additional functionality on top of Amazon Personalize APIs, including the ability to cache recent recommendations in Amazon DynamoDB , and integration with VistaPrint’s authentication and authorization systems. Mouloud Lounaci leads the Engineering team for Marketing Optimization at Vista.

Personalization 97

Personalization Engineering APIs Advertising 97

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 79

APIs Benchmark Best practices Engineering 79

AWS Machine Learning

OCTOBER 18, 2023

The solution uses the following services: Amazon API Gateway is a fully managed service that makes it easy for developers to publish, maintain, monitor, and secure APIs at any scale. Purina’s solution is deployed as an API Gateway HTTP endpoint, which routes the requests to obtain pet attributes.

APIs 98

APIs Metrics Consulting Consulting 98

delighted

DECEMBER 3, 2021

Great examples of automated distribution include survey integrations and Application Programming Interface (API) connections. And, setting up APIs can link two applications to one another for data sharing/interacting purposes, making manual uploads a thing of the past. Create custom APIs for more complex use cases. Not to worry!

Surveys 97

Surveys APIs SaaS Engineering 97

Inbenta

APRIL 29, 2020

This short timeframe is made possible by: An API with a multitude of proven functionalities; A proprietary and patented NLP technology developed and perfected over the course of 15 years by our in-house Engineers and Linguists; A well-established development process. Project instances that change along the way. A slow testing phase.

Chatbots 140

Chatbots APIs Construction Best practices 140

Cisco - Contact Center

JANUARY 10, 2023

Accelerated Digital Transformation Framework. Fundamentally, does your organization have the digital-ready foundation in place to accomplish business goals?

Banking 145

Banking Enterprise APIs Contact Center 145

COPC

OCTOBER 26, 2023

Crafting LLM AI Assistants: Roles, Process and Timelines Using the latest AI may seem as easy as developers using APIs in commercial LLM options like OpenAI. But it’s much more than enlisting engineers to call LLM APIs. Team: Beyond engineers, various roles contribute to the AI assistant’s creation.

Technology 77

Technology Customer Experience APIs Consulting 77

AWS Machine Learning

DECEMBER 14, 2023

The evolution continued in April 2023 with the introduction of Amazon Bedrock , a fully managed service offering access to cutting-edge foundation models, including Stable Diffusion, through a convenient API. By embedding prompts from the prompt library using text embedding models, companies can build a semantic search engine.

Entertainment 98

Entertainment Construction APIs Engineering 98

AWS Machine Learning

MAY 19, 2023

The DescribeForMe web app invokes the backend AI services by sending the Amazon S3 object Key in the payload to Amazon API Gateway Amazon API Gateway instantiates an AWS Step Functions workflow. A pre-signed URL with the location of the audio file stored in Amazon S3 is sent back to the user’s browser through Amazon API Gateway.

APIs 93

APIs Scripts Engineering Best practices 93

AWS Machine Learning

NOVEMBER 22, 2023

The AWS Well-Architected Framework provides a systematic way for organizations to learn operational and architectural best practices for designing and operating reliable, secure, efficient, cost-effective, and sustainable workloads in the cloud. This helps you avoid throttling limits on API calls due to polling the Get* APIs.

APIs 97

APIs Metrics Enterprise Benchmark 97

JivoChat

JUNE 20, 2022

You will understand how to use Java best practices, advanced Java concepts, and acquire important skills to be a web or Android developer, for instance. You will learn the best practices and coding conventions for writing Java code, and how to program using Java 8 constructs like Lambdas and Streams. Data and time API.

APIs 75

APIs Benchmark Best practices Construction 75

AWS Machine Learning

NOVEMBER 17, 2022

Yara has built APIs using Amazon API Gateway to expose the sensor data to applications such as ELC. SageMaker Model Monitor APIs offer data and model quality monitoring. The team working on the project consisted of data scientists, data engineers, and DevOps specialists. This is done using a deployment map in ADF.

APIs 95

APIs Accountability Metrics Engineering 95

AWS Machine Learning

MARCH 14, 2024

We provide an overview of key generative AI approaches, including prompt engineering, Retrieval Augmented Generation (RAG), and model customization. Building large language models (LLMs) from scratch or customizing pre-trained models requires substantial compute resources, expert data scientists, and months of engineering work.

Best practices 108

Best practices Engineering Chatbots Enterprise 108

AWS Machine Learning

FEBRUARY 22, 2023

Boomi is an enterprise-level software as a service (SaaS) independent software vendor (ISV) that creates developer enablement tooling for software engineers. These tools integrate via API into Boomi’s core service offering. Markov chains are best known for their applications in web crawling and search engines.

Engineering 75

Engineering Accountability APIs Government 75

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 106

Engineering Accountability Construction APIs 106

AWS Machine Learning

SEPTEMBER 9, 2022

Feature engineering at this scale requires an automated process to pull the required input data, process it in parallel, and export the outcome to persistent storage. It stores history of ML features in the offline store (Amazon S3) and also provides APIs to an online store to allow low-latency reads of most recent features.

Personalization 77

Personalization APIs Engineering Metrics 77

AWS Machine Learning

NOVEMBER 16, 2022

For an example account structure to follow organizational unit best practices to host models using SageMaker endpoints across accounts, refer to MLOps Workload Orchestrator. Some things to note in the preceding architecture: Accounts follow a principle of least privilege to follow security best practices. Prerequisites.

Accountability 87

Accountability Best practices Scripts Engineering 87

AWS Machine Learning

APRIL 24, 2023

In this post, we explore how AWS customer Pro360 used the Amazon Comprehend custom classification API , which enables you to easily build custom text classification models using your business-specific labels without requiring you to learn machine learning (ML), to improve customer experience and reduce operational costs.

APIs 64

APIs Customer Experience Feedback Chatbots 64

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

APIs 71

APIs Engineering Construction Benchmark 71

AWS Machine Learning

JANUARY 4, 2024

In this post, we provide an introduction to text to SQL (Text2SQL) and explore use cases, challenges, design patterns, and best practices. Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) via a single API, enabling to easily build and scale Gen AI applications.

Best practices 122

Best practices Enterprise Engineering APIs 122

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 91

Healthcare Government Engineering APIs 91

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 87

Engineering APIs Metrics Management 87

AWS Machine Learning

MARCH 23, 2023

Applications and services can call the deployed endpoint directly or through a deployed serverless Amazon API Gateway architecture. To learn more about real-time endpoint architectural best practices, refer to Creating a machine learning-powered REST API with Amazon API Gateway mapping templates and Amazon SageMaker.

Scripts 99

Scripts APIs Government Analytics 99

AWS Machine Learning

APRIL 12, 2023

When an Amazon Kendra index receives a query API call with a user access token, it validates the token using a shared secret key (stored securely in AWS Secrets Manager ) and gets parameters such as username and groups in the payload. These filtered results are returned in response to the query API call made by the application.

Enterprise 93

Enterprise APIs Engineering Management 93

AWS Machine Learning

JULY 24, 2023

If the model changes on the server side, the client has to know and change its API call to the new endpoint accordingly. In this post, we share best practices to deploy deep learning models with FastAPI on AWS Inferentia NeuronCores. Neuron compilation explained The Neuron SDK’s API closely resembles the PyTorch Python API.

Scripts 78

Scripts APIs Engineering Best practices 78

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. Anil Kodali is a Solutions Architect with Amazon Web Services.

Engineering 89

Engineering APIs Education Best practices 89

AWS Machine Learning

NOVEMBER 30, 2023

SageMaker makes it straightforward to deploy models into production directly through API calls to the service. It reduces the complexity of initial setup and deployment, and by providing guidance on best practices for taking advantage of the full capabilities of SageMaker. Mohan Gandhi is a Senior Software Engineer at AWS.

Engineering 100

Engineering Best practices APIs Scripts 100

AWS Machine Learning

OCTOBER 2, 2023

For more information about best practices, refer to the AWS re:Invent 2019 talk, Build accurate training datasets with Amazon SageMaker Ground Truth. For this we use AWS Step Functions , a serverless workflow service that provides us with API integrations to quickly orchestrate and visualize the steps in our workflow.

Scripts 96

Scripts Construction Engineering APIs 96

Whitepages Pro

JULY 9, 2019

Our best practices in data sourcing have allowed us to build relationships with our data providers and to expand internationally with confidence, continuing to allow us to meet the product requirements of our customers as we expand globally. Amongst many requirements, we expect high quality data, reliability, and accuracy.

APIs 40

APIs Engineering Customer centricity SaaS 40

AWS Machine Learning

SEPTEMBER 9, 2022

Amp wanted a scalable data and analytics platform to enable easy access to data and perform machine leaning (ML) experiments for live audio transcription, content moderation, feature engineering, and a personal show recommendation service, and to inspect or measure business KPIs and metrics. Data Engineer for Amp on Amazon.

Analytics 74

Analytics Engineering APIs Metrics 74

AWS Machine Learning

OCTOBER 5, 2022

Each year, bad actors compromise billions of accounts through stolen credentials, phishing, social engineering, and multiple forms of ATO. For a real-time prediction, you call the GetEventPrediction API after a user presents valid login credentials to quantify the risk of ATO. billion in 2021 compared with 2020. Choose Next.

Accountability 74

Accountability APIs Metrics Engineering 74

pindrop

JULY 6, 2021

Keep things simple with API integration whenever possible. Pindrop’s APIs are straightforward – the footprint is small, they’re effortless to use. It’s a simple process, and the APIs are leveraged across both the agent leg and the IVR leg of the call. CALLER AUTHENTICATION BEST PRACTICES.

Contact Center 70

Contact Center Average Handle Time APIs Best practices 70

Fonolo

NOVEMBER 1, 2018

Best Practices for a Communication Channel. Choosing the best Communication Channel. Tobias has over 15 years of experience in customer care technology and the contact center industry with roles spanning engineering, consulting, pre-sales engineering, and product management/marketing. We’ll talk about.

Customer Service 69

Customer Service B2C Finance Engineering 69

AWS Machine Learning

JUNE 5, 2023

Autotune uses best practices as well as internal benchmarks for selecting the appropriate ranges. Iaroslav Shcherbatyi is a Machine Learning Engineer at AWS. He works mainly on improvements to the Amazon SageMaker platform and helping customers best use its features.

APIs 82

APIs Enterprise Benchmark Metrics 82