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 103

APIs Education Transportation Accountability 103

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 86

APIs Customer Service Construction Analytics 86

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 74

APIs Benchmark Best practices Engineering 74

AWS Machine Learning

NOVEMBER 17, 2022

Yara has built APIs using Amazon API Gateway to expose the sensor data to applications such as ELC. Extendibility – It can deploy to new Regions and accounts. SageMaker Model Monitor APIs offer data and model quality monitoring. ELC is a process optimization use case and is deployed to optimize workload accounts.

APIs 92

APIs Accountability Metrics Engineering 92

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 94

APIs Metrics Consulting Consulting 94

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 103

Engineering Accountability Construction APIs 103

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 94

Entertainment Construction APIs Engineering 94

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 70

Engineering Accountability APIs Government 70

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 89

Healthcare Government Engineering APIs 89

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 62

APIs Customer Experience Feedback Chatbots 62

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 66

APIs Engineering Construction Benchmark 66

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 84

Engineering APIs Education Best practices 84

pindrop

JULY 6, 2021

There are frequent security issues possibly leading to account takeovers. On an inbound call, businesses can use the ANI to search their own database for a match with an existing customer account. In order to safely match an ANI with an existing account, businesses must first validate that the ANI has not been changed or manipulated.

Contact Center 70

Contact Center Average Handle Time APIs Best practices 70

AWS Machine Learning

NOVEMBER 9, 2022

A complete API call from the client is as follows: The client assembles the request and initiates the request to a SageMaker endpoint. In the following sections, we introduce the steps needed to prepare a model and build the TensorRT engine, prepare a Docker image, create a SageMaker endpoint, and verify the result. Launch a G4dn.2xlarge

Engineering 79

Engineering Accountability APIs Metrics 79

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 88

Enterprise APIs Engineering Management 88

AWS Machine Learning

FEBRUARY 13, 2023

With the help of the AWS CDK, we can version control our provisioned resources and have a highly transportable environment that complies with enterprise-level best practices. Make sure you have the credentials and permissions to deploy the AWS CDK stack into your account.

Scripts 73

Scripts Best practices Transportation Construction 73

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 95

Scripts APIs Government Analytics 95

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 81

Engineering APIs Metrics Management 81

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 105

Best practices Engineering Chatbots Enterprise 105

Fonolo

NOVEMBER 1, 2018

However, the downside of messaging is that consumers must have the relevant app installed, and an associated account set up. Best Practices for a Communication Channel. Choosing the best Communication Channel. He leads product management for Nexmo, the Vonage API Platform. We’ll talk about. Importance of Chat.

Customer Service 69

Customer Service B2C Finance Engineering 69

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 73

Scripts APIs Engineering Best practices 73

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

JUNE 5, 2023

Autotune uses best practices as well as internal benchmarks for selecting the appropriate ranges. Gopi Mudiyala is a Senior Technical Account Manager at AWS. Iaroslav Shcherbatyi is a Machine Learning Engineer at AWS. Autotune will automatically select the hyperparameter ranges on your behalf.

APIs 76

APIs Enterprise Benchmark Metrics 76

AWS Machine Learning

JULY 29, 2022

Create accountability on data providers from individual LoBs to share curated data assets that are discoverable, understandable, interoperable, and trustworthy. In this first post, we show the procedures of setting up a data mesh architecture with multiple AWS data producer and consumer accounts. Data producer: Domain ownership.

Government 77

Government Banking Analytics Accountability 77

JustCall

MARCH 13, 2023

This zero engineering dependency is an additional benefit that is available with the SMS bot. With webhooks and API integrations, you can fetch and show current and accurate information to the customer. With this quick barging feature, your customers can have the best experience with your business.

APIs 84

APIs Marketing Sales Customer Support 84

AWS Machine Learning

FEBRUARY 29, 2024

You can also add data incrementally by importing records using the Amazon Personalize console or API. Prerequisites You should have the following prerequisites: An AWS account. After your historical data is imported, you can continue to provide new data in real time by sending user interaction events.

Personalization 90

Personalization Accountability Entertainment Construction 90

AWS Machine Learning

AUGUST 1, 2023

Furthermore, proprietary models typically come with user-friendly APIs and SDKs, streamlining the integration process with your existing systems and applications. It offers an easy-to-use API and Python SDK, balancing quality and affordability. No ML engineering experience required. It’s as easy as that!

Healthcare 74

Healthcare APIs Scripts Engineering 74

AWS Machine Learning

APRIL 18, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon with a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Scripts 97

Scripts Best practices Engineering Accountability 97

AWS Machine Learning

MARCH 21, 2023

Therefore, organizations have adopted technology best practices, including microservice architecture, MLOps, DevOps, and more, to improve delivery time, reduce defects, and increase employee productivity. This post introduces a best practice for managing custom code within your Amazon SageMaker Data Wrangler workflow.

Scripts 62

Scripts Banking APIs Best practices 62

AWS Machine Learning

SEPTEMBER 8, 2023

The TextractAsync task calls Amazon Textract using the asynchronous Application Programming Interface (API) following best practices with Amazon Simple Notification Service ( Amazon SNS ) notifications and OutputConfig to store the Amazon Textract JSON output to a customer Amazon S3 bucket.

Construction 103

Construction Metrics Best practices APIs 103

AWS Machine Learning

JULY 5, 2022

Data Wrangler is a capability of Amazon SageMaker that makes it faster for data scientists and engineers to prepare data for machine learning (ML) applications via a visual interface. Vicky Zhang is a Software Development Engineer at Amazon SageMaker. user-profile-name test. region us-east-2. Amazon SageMaker Studio. About the Authors.

Scripts 80

Scripts Engineering APIs Consulting 80

AWS Machine Learning

APRIL 6, 2023

While keeping a constant collaborative workstream with our team, MLSL helped us with upskilling our professionals when it comes to scientific excellence and best practices on ML development using AWS infrastructure.” – Bart Zeeman, Strategist and Analyst at CTO office in NXP Semiconductors. Second, we need better features.

Sales 78

Sales Metrics APIs Marketing 78

AWS Machine Learning

APRIL 29, 2024

This often means the method of using a third-party LLM API won’t do for security, control, and scale reasons. It provides an approachable, robust Python API for the full infrastructure stack of ML/AI, from data and compute to workflows and observability. The following figure illustrates this workflow.

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SmartKarrot

AUGUST 10, 2021

Role: Senior Director, Customer Success – Strategic Accounts Location: San Francisco, CA, US Organization: Checkr, Inc As a Senior Director of Customer Success, you will define and execute on a scalable strategy for driving adoption and growth across the customer base.

Engineering 17

Engineering Best practices APIs Accountability 17

AWS Machine Learning

AUGUST 2, 2023

We demonstrate CDE using simple examples and provide a step-by-step guide for you to experience CDE in an Amazon Kendra index in your own AWS account. After ingestion, images can be searched via the Amazon Kendra search console, API, or SDK. However, we can use CDE for a wider range of use cases.

Enterprise 71

Enterprise Healthcare APIs Big data 71

AWS Machine Learning

AUGUST 14, 2023

You can serialize pipelines to YAML files , expose them via a REST API , and scale them flexibly with your workloads, making it easy to move your application from a prototype stage to production. Prerequisites The first thing to do before we can use any AWS services is to make sure we have signed up for and created an AWS account.

Enterprise 69

Enterprise Scripts Best practices Analytics 69

AWS Machine Learning

FEBRUARY 1, 2024

There are unique considerations when engineering generative AI workloads through a resilience lens. If you’re performing prompt engineering, you should persist your prompts to a reliable data store. In the low-latency case, you need to account for the time it takes to generate the embedding vectors.

Best practices 112

Best practices Engineering SaaS APIs 112