AWS Machine Learning

OCTOBER 2, 2023

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. Use the scripts created in step one as part of the processing and training steps. We started by creating command line scripts from the experiment code.

Scripts 95

Scripts Construction Engineering APIs 95

Totango

APRIL 26, 2021

Download Campaign Metrics for Targeted Users. System Browser Scripts settings – You can now enable/disable session recordings in Global Settings -> General. You can also enable a walkthrough script with a script UR L. . More details are ‍ here ‍ Collection Criteria Segmentation.

Scripts 62

Scripts APIs Customer retention Enterprise 62

AWS Machine Learning

NOVEMBER 1, 2022

Autopilot training jobs start their own dedicated SageMaker backend processes, and dedicated SageMaker API calls are required to start new training jobs, monitor training job statuses, and invoke trained Autopilot models. We use a Lambda step because the API call to Autopilot is lightweight. script creates an Autopilot job.

Scripts 77

Scripts APIs Metrics Engineering 77

AWS Machine Learning

DECEMBER 21, 2022

A new optional parameter TableFormat can be set either interactively using Amazon SageMaker Studio or through code using the API or the SDK. The following code snippet shows you how to create a feature group using the Iceberg format and FeatureGroup.create API of the SageMaker SDK. You can find the sample script in GitHub.

Scripts 73

Scripts Engineering APIs Big data 73

AWS Machine Learning

NOVEMBER 21, 2022

Evaluate model performance on the hold-out test data with various evaluation metrics. This notebook demonstrates how to use the JumpStart API for text classification. After the fine-tuning job is complete, we deploy the model, run inference on the hold-out test dataset, and compute evaluation metrics. Text classification.

Scripts 71

Scripts Metrics APIs Healthcare 71

AWS Machine Learning

APRIL 19, 2023

Our data scientists train the model in Python using tools like PyTorch and save the model as PyTorch scripts. Ideally, we instead want to load the model PyTorch scripts, extract the features from model input, and run model inference entirely in Java. However, a few issues came with this solution.

Engineering 75

Engineering APIs Scripts Education 75

AWS Machine Learning

NOVEMBER 17, 2022

Beyond model accuracy, other potential metrics of importance are model training time and inference time. JumpStart APIs allow you to programmatically deploy and fine-tune a vast selection of JumpStart-supported pre-trained models on your own datasets. Several considerations can play a role when evaluating an ML model.

APIs 79

APIs Scripts Metrics 79

AWS Machine Learning

MARCH 1, 2023

Based on the quality metrics for the existing and new model versions, you set the active model version to be the version of the flywheel model that you want to use for inference jobs. F1-score is an important evaluation metric in machine learning. The data can be accessed from AWS Open Data Registry.

APIs 68

APIs Metrics Accountability Scripts 68

AWS Machine Learning

NOVEMBER 16, 2022

Enhanced monitoring and observability for ML workloads including Amazon EKS, Kubeflow metrics, and application logs using Prometheus, Grafana, and Amazon CloudWatch integrations. Automated deployment options have been improved and simplified using Kustomize scripts and Helm charts. Kubeflow on AWS 1.6.1 and PyTorch 1.12.1.

Metrics 67

Metrics Scripts Enterprise APIs 67

AWS Machine Learning

MARCH 20, 2023

Use the supplied Python scripts for quantization. Run the provided Python test scripts to invoke the SageMaker endpoint for both INT8 and FP32 versions. Quantizing the model in PyTorch is possible with a few APIs from Intel PyTorch extensions. py scripts for testing. times greater with INT8 quantization.

Calibration 78

Calibration Scripts Benchmark APIs 78

AWS Machine Learning

NOVEMBER 21, 2023

REGION.amazonaws.com/sagemaker-matlab-training-r2023a:latest Open MATLAB and open the live script called PumpFaultClassificationMATLABSageMaker.mlx in folder examples/PumpFaultClassification. After checking the accuracy metrics for the locally-trained model, we can move the training into Amazon SageMaker.

Engineering 89

Engineering APIs Scripts Automotive 89

AWS Machine Learning

AUGUST 3, 2022

For example, you can immediately start detecting entities such as people, places, commercial items, dates, and quantities via the Amazon Comprehend console , AWS Command Line Interface , or Amazon Comprehend APIs. F1 score – This is a combination of the precision and recall metrics, which measures the overall accuracy of the model.

Benchmark 67

Benchmark APIs Metrics Scripts 67

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. This post is the first in a two-part series.

Analytics 69

Analytics Engineering APIs Metrics 69

AWS Machine Learning

NOVEMBER 16, 2022

Upon a new model version registration, someone with the authority to approve the model based on the metrics should approve or reject the model. You can use Boto3 APIs as shown the following example, or you can use the AWS Management Console to create the model package. First we need to ensure the model package groups exists.

Accountability 82

Accountability Best practices Scripts Engineering 82

AWS Machine Learning

MAY 22, 2023

You can monitor performance metrics such as training and validation loss using Amazon CloudWatch during training. Note that you need to pass the Predictor class when deploying model through the Model class to be able to run inference through the SageMaker API.

APIs 91

APIs Scripts Metrics Accountability 91

AWS Machine Learning

FEBRUARY 1, 2023

Amazon Rekognition has two sets of APIs that help you moderate images or videos to keep digital communities safe and engaged. Some customers have asked if they could use this approach to moderate videos by sampling image frames and sending them to the Amazon Rekognition image moderation API.

APIs 66

APIs Scripts Metrics Surveys 66

AWS Machine Learning

AUGUST 11, 2022

Additionally, it’s challenging to construct a streaming data pipeline that can feed incoming events to a GNN real-time serving API. It starts from a RESTful API that queries the graph database in Neptune to extract the subgraph related to an incoming transaction. The code used in this solution is available in src/scripts/glue-etl.py.

Construction 83

Construction APIs Accountability Scripts 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

Hodusoft

MAY 10, 2024

Metrics to Measure the Performance of Your Virtual Call Center Read More Benefits Provided by Virtual Call Centers Over Traditional Call Centers Compared to traditional call and contact centers, the benefits of virtual call and contact centers are many. Consider APIs and third-party integrations available to extend functionality as needed.

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NICE inContact

FEBRUARY 13, 2018

During an interaction, a screen pops up to the agent with relevant customer information, like their name, the selection they made in the IVR, their CRM profile, and maybe even some agent scripting. However, benefits extend to other contact center metrics as well. Average Handle Time.

Contact Center 49

Contact Center Average Handle Time Wait times APIs 49

AWS Machine Learning

JANUARY 8, 2024

The first allows you to run a Python script from any server or instance including a Jupyter notebook; this is the quickest way to get started. In the following sections, we first describe the script solution, followed by the AWS CDK construct solution. The following diagram illustrates the sequence of events within the script.

Scripts 91

Scripts Construction APIs Healthcare 91

AWS Machine Learning

AUGUST 14, 2023

With a big focus on state-of-the art retrieval methods and solid evaluation metrics, it provides you with everything you need to ship a reliable, trustworthy application. script to preprocess and index the provided demo data. script to fit your needs if you chose to use your own data. OutputKey=='OpenSearchEndpoint'].OutputValue"

Enterprise 69

Enterprise Scripts Best practices Analytics 69

The Northridge Group

MAY 2, 2023

It can also be easily integrated via APIs with popular apps such as Slack, Instacart, Snapchat, or Facebook Messenger for easy access across multiple platforms. Many existing chat technologies still rely on simple scripts and pre-programmed generic responses, which do not add value to the conversation.

Contact Center 67

Contact Center B2C Chatbots B2B 67

AWS Machine Learning

DECEMBER 6, 2022

compute metrics function def compute_metrics(pred): targets = 1 * (pred.label_ids >= 0.5) compute metrics function def compute_metrics(pred): targets = 1 * (pred.label_ids >= 0.5) The Trainer class provides an API for feature-complete training in PyTorch. outputs = 1 * (pred.predictions >= 0.5)

Engineering 74

Engineering APIs Construction Metrics 74

AWS Machine Learning

SEPTEMBER 1, 2023

In this scenario, the generative AI application, designed by the consumer, must interact with the fine-tuner backend via APIs to deliver this functionality to the end-users. Some models may be trained on diverse text datasets like internet data, coding scripts, instructions, or human feedback. 15K available FM reference Step 1.

Engineering 105

Engineering Accountability Construction APIs 105

AWS Machine Learning

AUGUST 11, 2022

This post shows you how to use an integrated solution with Amazon Lookout for Metrics and Amazon Kinesis Data Firehose to break these barriers by quickly and easily ingesting streaming data, and subsequently detecting anomalies in the key performance indicators of your interest. You don’t need ML experience to use Lookout for Metrics.

Metrics 70

Metrics APIs Scripts Wireless 70

AWS Machine Learning

OCTOBER 10, 2023

As a SageMaker JumpStart model hub customer, you can use ASR without having to maintain the model script outside of the SageMaker SDK. WER is a common metric for the performance of a speech recognition or machine translation system. The OpenAI Whisper model uses the huggingface-pytorch-inference container.

APIs 93

APIs Scripts Metrics Accountability 93

AWS Machine Learning

NOVEMBER 9, 2022

The Triton server loads multiple models and exposes ports 8000, 8001, and 8002 as gRPC, HTTP, and metrics server. A complete API call from the client is as follows: The client assembles the request and initiates the request to a SageMaker endpoint. The Python script starts the NGINX, Flask, and Triton server.

Engineering 79

Engineering Accountability APIs Metrics 79

AWS Machine Learning

FEBRUARY 19, 2024

An asynchronous API and Amazon OpenSearch Service connector make it easy to integrate the model into your neural search applications. Before you can write scripts that use the Amazon Bedrock API, you need to install the appropriate version of the AWS SDK in your environment. The vectors power speedy, accurate search experiences.

Scripts 101

Scripts APIs Entertainment Engineering 101

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.

APIs 99

APIs Engineering Scripts Management 99

AWS Machine Learning

SEPTEMBER 8, 2023

Amazon Rekognition makes it easy to add image analysis capability to your applications without any machine learning (ML) expertise and comes with various APIs to fulfil use cases such as object detection, content moderation, face detection and analysis, and text and celebrity recognition, which we use in this example.

APIs 98

APIs Scripts Entertainment Personalization 98

AWS Machine Learning

JANUARY 26, 2024

Consider inserting AWS Web Application Firewall (AWS WAF) in front to protect web applications and APIs from malicious bots , SQL injection attacks, cross-site scripting (XSS), and account takeovers with Fraud Control.

Best practices 125

Best practices Government Engineering Accountability 125

AWS Machine Learning

APRIL 23, 2024

Here are some features which we will cover: AWS CloudFormation support Private network policies for Amazon OpenSearch Serverless Multiple S3 buckets as data sources Service Quotas support Hybrid search, metadata filters, custom prompts for the RetreiveAndGenerate API, and maximum number of retrievals.

APIs 107

APIs Enterprise Scripts Accountability 107

Enghouse Interactive

OCTOBER 21, 2020

But if that data is captured, the AI tools will have analyzed their inquiry, and will be able to provide the agent with everything required to quickly resolve the customer’s issue, from detailed scripting, relevant support information, and access to internal subject matter experts if necessary.

Self service 76

Self service Contact Center Benchmark Chatbots 76

JustCall

APRIL 12, 2023

JustCall vs Aircall Pricing Comparison JustCall Pricing Plans Aircall Pricing Plans Standard Plan: $30/ user per month, billed monthly $24/user per month, if billed annually Essentials Plan: $40/user per month, billed monthly $30/user per month, if billed annually 3-user minimum Features Offered: Local Number Unlimited Inbound Minutes (toll-free (..)

Real estate 52

Real estate Interactive Voice Response CRM Call Center 52

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 102

Metrics APIs Scripts Construction 102

AWS Machine Learning

MAY 8, 2023

In this post, we address these limitations by implementing the access control outside of the MLflow server and offloading authentication and authorization tasks to Amazon API Gateway , where we implement fine-grained access control mechanisms at the resource level using Identity and Access Management (IAM). Adds an IAM authorizer.

APIs 70

APIs Government Accountability Scripts 70