AWS Machine Learning

MAY 30, 2024

AWS Prototyping successfully delivered a scalable prototype, which solved CBRE’s business problem with a high accuracy rate (over 95%) and supported reuse of embeddings for similar NLQs, and an API gateway for integration into CBRE’s dashboards. The following diagram illustrates the web interface and API management layer.

Real estate 93

Real estate APIs Metrics Construction 93

AWS Machine Learning

NOVEMBER 6, 2023

In addition, we discuss the benefits of Custom Queries and share best practices for effectively using this feature. Refer to Best Practices for Queries to draft queries applicable to your use case. Adapters can be created via the console or programmatically via the API. MICR line format). Who is the payee?

APIs 94

APIs Best practices Banking Accountability 94

aircall

MAY 28, 2021

With best practices for text messaging, your customer-facing teams will provide better service, while your sales and marketing teams can better interact with leads on a more personalized scale to more efficiently close deals. Why Use Text Messaging Best Practices. SMS Marketing: Text Messaging Marketing Best Practices.

Best practices 62

Best practices Sales Wireless Marketing 62

Babelforce

MARCH 17, 2020

This is the second instalment in our list of call center best practices. 8 Define (and measure) the metrics that matter. Contact centers are among the most metric-motivated industries in the world. Choosing the right metrics is nuanced. So, is setting up a virtual call center a piece of call center best practice?

Best practices 52

Best practices Call Center virtual call center Interactive Voice Response 52

AWS Machine Learning

NOVEMBER 9, 2022

You can easily view the performance metrics for your endpoints in Amazon CloudWatch , automatically scale endpoints based on traffic, and update your models in production without losing any availability. In this post, we discuss SageMaker multi-variant endpoints and best practices for optimization.

Best practices 52

Best practices Construction Metrics Enterprise 52

AWS Machine Learning

MAY 7, 2024

Amazon Transcribe The transcription for the entire video is generated using the StartTranscriptionJob API. The solution runs Amazon Rekognition APIs for label detection , text detection, celebrity detection , and face detection on videos. The metadata generated for each video by the APIs is processed and stored with timestamps.

APIs 98

APIs Advertising Entertainment Metrics 98

AWS Machine Learning

DECEMBER 5, 2022

Then we dive into the two key metrics used to evaluate a biometric system’s accuracy: the false match rate (also known as false acceptance rate) and false non-match rate (also known as false rejection rate). Finally, we discuss a framework and best practices for performing an evaluation of an identity verification service.

Metrics 67

Metrics Best practices Banking APIs 67

AWS Machine Learning

JANUARY 10, 2024

The solution uses AWS Lambda , Amazon API Gateway , Amazon EventBridge , and SageMaker to automate the workflow with human approval intervention in the middle. The approver approves the model by following the link in the email to an API Gateway endpoint. API Gateway invokes a Lambda function to initiate model updates.

APIs 92

APIs Construction Engineering Analytics 92

AWS Machine Learning

JULY 31, 2023

It also enables you to evaluate the models using advanced metrics as if you were a data scientist. In this post, we show how a business analyst can evaluate and understand a classification churn model created with SageMaker Canvas using the Advanced metrics tab. The F1 score provides a balanced evaluation of the model’s performance.

Metrics 77

Metrics Engineering Accountability Telecommunications 77

AWS Machine Learning

APRIL 23, 2024

The AWS Well-Architected Framework provides best practices and guidelines for designing and operating reliable, secure, efficient, and cost-effective systems in the cloud. It calls the CreateDataSource and DeleteDataSource APIs. Minimally, you must specify the following properties: Name – Specify a name for the knowledge base.

APIs 98

APIs Enterprise Scripts Accountability 98

AWS Machine Learning

SEPTEMBER 28, 2023

Agents for Bedrock are a game changer, allowing LLMs to complete complex tasks based on your own data and APIs, privately, securely, with setup in minutes (no training or fine tuning required). Amazon Bedrock is the first fully managed generative AI service to offer Llama 2, Meta’s next-generation LLM, through a managed API.

APIs 110

APIs Enterprise Best practices Government 110

AWS Machine Learning

OCTOBER 16, 2023

Apart from GPU provisioning, this setup also required data scientists to build a REST API wrapper for each model, which was needed to provide a generic interface for other company services to consume, and to encapsulate preprocessing and postprocessing of model data. Two MMEs were created at Veriff, one for staging and one for production.

APIs 79

APIs Best practices Engineering Metrics 79

AWS Machine Learning

NOVEMBER 24, 2023

SageMaker Canvas now collects Amazon CloudWatch metrics that provide insight into app usage and idleness. To limit the cost associated with the workspace instances, as a best practice, you must log out, do not close the browser tab. Today, we’re introducing a new way to further optimize costs for SageMaker Canvas applications.

APIs 86

APIs Metrics Engineering Scripts 86

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 88

APIs Metrics Enterprise Benchmark 88

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 88

APIs Metrics Consulting Consulting 88

AWS Machine Learning

NOVEMBER 22, 2023

It also provides guidance to tackle common challenges, enabling you to architect your IDP workloads according to best practices. Focus areas The design principles and best practices of the Cost Optimization pillar are based on insights gathered from our customers and our IDP technical specialist communities.

Finance 77

Finance Best practices APIs Accountability 77

AWS Machine Learning

SEPTEMBER 28, 2023

A Generative AI Gateway can help large enterprises control, standardize, and govern FM consumption from services such as Amazon Bedrock , Amazon SageMaker JumpStart , third-party model providers (such as Anthropic and their APIs), and other model providers outside of the AWS ecosystem. What is a Generative AI Gateway?

APIs 91

APIs Government Enterprise Engineering 91

Expivia

FEBRUARY 15, 2024

By learning from your data and emulating the best practices of your top agents, Autopilot can handle a wide range of customer inquiries, providing consistent, high-quality responses and freeing up human agents for more complex issues.

Virtual Agent 75

Virtual Agent APIs Analytics Chatbots 75

AWS Machine Learning

NOVEMBER 30, 2023

Let’s say you have a chat application that helps tourists understand local customs and best practices built using two variants of Llama 2: one fine-tuned for European visitors and the other fine-tuned for American visitors. We also walk you through deploying multiple models using inference components and APIs.

APIs 81

APIs Metrics Engineering Best practices 81

AWS Machine Learning

FEBRUARY 1, 2024

Make sure to use best practices for rate limiting, backoff and retry, and load shedding. This pattern achieves a statically stable architecture, which is a resiliency best practice. Although generative AI applications have some interesting nuances, the existing resilience patterns and best practices still apply.

Best practices 105

Best practices Engineering SaaS APIs 105

AWS Machine Learning

SEPTEMBER 21, 2023

In particular, we provide practical best practices for different customization scenarios, including training models from scratch, fine-tuning with additional data using full or parameter-efficient techniques, Retrieval Augmented Generation (RAG), and prompt engineering.

Best practices 94

Best practices Engineering Metrics APIs 94

AWS Machine Learning

SEPTEMBER 12, 2023

MLOps – Because the SageMaker endpoint is private and can’t be reached by services outside of the VPC, an AWS Lambda function and Amazon API Gateway public endpoint are required to communicate with CRM. The function then relays the classification back to CRM through the API Gateway public endpoint.

Management 90

Management APIs CRM Metrics 90

AWS Machine Learning

MAY 30, 2023

Before optimizing an existing training job, we recommend following the best practices covered in Optimizing costs for machine learning with Amazon SageMaker : test your code locally and use local mode for testing, use pre-trained models where possible, and consider managed spot training (which can optimize cost up to 90% over On-Demand instances).

Best practices 66

Best practices APIs Metrics Enterprise 66

JustCall

JANUARY 23, 2024

What is the WhatsApp Business API for teams? WhatsApp Business Platform is a cloud-based API that is specially released by Meta to allow users to integrate WhatsApp into their operational workflows. This is an option in WhatsApp Business API only, as the WhatsApp Business App doesn’t support multiple users. And you are all set.

APIs 52

APIs Accountability CRM Interactive Voice Response 52

AWS Machine Learning

NOVEMBER 22, 2023

By using the Framework, you will learn operational and architectural best practices for designing and operating reliable, secure, efficient, cost-effective, and sustainable workloads in the cloud. Pursue Metrics-Driven Quality and Continuous Improvement In IDP, what gets measured gets improved.

Best practices 79

Best practices Metrics Feedback Enterprise 79

JustCall

JANUARY 23, 2024

Leveraging WhatsApp Business API for Scale The WhatsApp Business API is a game-changer for expanding businesses. This API allows for integration with customer relationship management (CRM) systems. WhatsApp Business provides insights into various metrics. Pro Tip: It is crucial to moderate these groups actively.

Customer Service 52

Customer Service APIs Customer Support Metrics 52

AWS Machine Learning

APRIL 22, 2024

It provides examples of use cases and best practices for using generative AI’s potential to accelerate sustainability and ESG initiatives, as well as insights into the main operational challenges of generative AI for sustainability. Throughout this lifecycle, implementing AWS Well-Architected Framework best practices is recommended.

Best practices 105

Best practices Benchmark Transportation Engineering 105

AWS Machine Learning

APRIL 19, 2024

Solution overview In this section, we present a generic architecture that is similar to the one we use for our own workloads, which allows elastic deployment of models using efficient auto scaling based on custom metrics. The reverse proxy collects metrics about calls to the service and exposes them via a standard metrics API to Prometheus.

Metrics 93

Metrics APIs Scripts Construction 93

CSM Magazine

APRIL 26, 2024

Fortunately, strategies and best practices exist that can help reduce the time spent on LMS reporting. Identify the metrics for your organization’s learning initiatives and concentrate on monitoring those specific areas. This eliminates data entry and decreases the likelihood of errors.

APIs 52

APIs Analytics Metrics Education 52

JustCall

MARCH 15, 2023

Here are some best practices for personalizing bulk SMS campaigns: a. Thanks to SMS gateways and APIs, you can schedule and automatically send pre-written messages to thousands of customers today. Depending on your strategy, sending 2 to 4 texts a month is best practice. and boost engagement.

Marketing 122

Marketing Telemarketing APIs Best practices 122

AWS Machine Learning

OCTOBER 14, 2022

In the rest of this post, we dive deeper into the technical architecture of SageMaker MME and share best practices for optimizing your multi-model endpoints. Use cases best suited for MME. It provides a REST API with a web server to serve and manage multiple models on a single host. Platform-level metrics (MME metrics).

APIs 72

APIs Metrics SaaS Best practices 72

AWS Machine Learning

APRIL 12, 2023

All the training and evaluation metrics were inspected manually from Amazon Simple Storage Service (Amazon S3). For every epoch in our training, we were already sending our training metrics through stdOut in the script. This allows us to compare training metrics like accuracy and precision across multiple runs as shown below.

Scripts 76

Scripts APIs Metrics Best practices 76

AWS Machine Learning

MAY 8, 2023

To use TensorRT as a backend for Triton Inference Server, you need to create a TensorRT engine from your trained model using the TensorRT API. Inference requests arrive at the server via either HTTP/REST or by the C API , and are then routed to the appropriate per-model scheduler. tar.gz", ) print(json.loads(response["Body"].read().decode("utf8")))

Engineering 80

Engineering APIs Best practices Scripts 80

Cincom

MAY 8, 2024

Integration with Existing Systems: APIs facilitate data sharing between CPQ and other core platforms like CRM, ERP, accounting, e-commerce, and more. Configurable rules encode compliance requirements and best practices to guide users and skip unnecessary steps.

Enterprise 52

Enterprise Sales CRM Engineering 52

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 116

Best practices Government Engineering Accountability 116

AWS Machine Learning

NOVEMBER 22, 2023

By using the Framework, you will learn operational and architectural best practices for designing and operating reliable, secure, efficient, cost-effective, and sustainable workloads in the cloud. The AWS Well-Architected Framework helps you understand the benefits and risks of decisions you make while building workloads on AWS.

Best practices 76

Best practices APIs Accountability Enterprise 76

AWS Machine Learning

NOVEMBER 17, 2022

Their production segment is therefore an integral building block for delivering on their mission—with a clearly stated ambition to become world-leading on metrics such as safety, environmental footprint, quality, and production costs. Yara has built APIs using Amazon API Gateway to expose the sensor data to applications such as ELC.

APIs 90

APIs Accountability Metrics Engineering 90