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 78

APIs Enterprise Accountability Chatbots 78

AWS Machine Learning

NOVEMBER 21, 2022

This notebook demonstrates how to use the JumpStart API for text classification. To run inference on this model, we first need to download the inference container ( deploy_image_uri ), inference script ( deploy_source_uri ), and pre-trained model ( base_model_uri ). Text classification.

Scripts 73

Scripts Metrics APIs Healthcare 73

AWS Machine Learning

AUGUST 3, 2023

In the current scenario, you need to dedicate resources to accomplish such tasks using human review and complex scripts. Amazon Bedrock is a fully managed service that makes FMs from leading AI startups and Amazon available through an API, so you can find the model that best suits your requirements.

APIs 76

APIs Banking Enterprise Construction 76

AWS Machine Learning

MAY 22, 2023

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. You can access Amazon Comprehend document analysis capabilities using the Amazon Comprehend console or using the Amazon Comprehend APIs.

APIs 91

APIs Scripts Metrics Accountability 91

AWS Machine Learning

AUGUST 14, 2023

Answer: 2021 ### Context: NLP Cloud developed their API by mid-2020 and they added many pre-trained open-source models since then. Answer: API ### Context: All plans can be stopped anytime. The model URI, which contains the inference script, and the URI of the Docker container are obtained through the SageMaker SDK.

Engineering 72

Engineering APIs Chatbots Scripts 72

Jon Arnold

OCTOBER 28, 2019

In some cases, the focus is on automation, where emerging AI-driven applications can take on manual tasks, such as scheduling meetings, or transcribing conference calls. Another example would be using APIs to customize applications quickly and easily, such as IVR scripts or time-sensitive notifications.

Healthcare 40

Healthcare voip APIs Scripts 40

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. script to preprocess and index the provided demo data. script to fit your needs if you chose to use your own data.

Enterprise 70

Enterprise Scripts Best practices Analytics 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. In this post, we demonstrate how to deploy the Whisper API using the SageMaker Studio console or a SageMaker Notebook and then use the deployed model for speech recognition and language translation.

APIs 92

APIs Scripts Metrics Accountability 92

AWS Machine Learning

FEBRUARY 19, 2024

For text generation, Amazon Bedrock provides the RetrieveAndGenerate API to create embeddings of user queries, and retrieves relevant chunks from the vector database to generate accurate responses. Boto3 makes it straightforward to integrate a Python application, library, or script with AWS services.

Chatbots 99

Chatbots APIs Engineering Enterprise 99

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 105

APIs Enterprise Scripts Accountability 105

JustCall

APRIL 12, 2023

Justcall is also the clear leader in desk-to-desk calls, while AirCall has an edge in conference calls with an 8.4 JustCall vs Aircall reviews indicate that JustCall has a better phone call quality, with a rating of 9.3 for Aircall. rating over JustCall’s 8.2. How Does the Pricing of JustCall Compare to That Of Aircall?

Real estate 52

Real estate Interactive Voice Response CRM Call Center 52

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 72

APIs Government Accountability Scripts 72

AWS Machine Learning

JANUARY 25, 2023

In this post, we provide an overview of how to deploy and run inference with the Stable Diffusion upscaler model in two ways: via JumpStart’s user interface (UI) in Amazon SageMaker Studio , and programmatically through JumpStart APIs available in the SageMaker Python SDK.

APIs 74

APIs Scripts Real estate Entertainment 74

AWS Machine Learning

APRIL 10, 2023

In this post, we present a comprehensive guide on deploying and running inference using the Stable Diffusion inpainting model in two methods: through JumpStart’s user interface (UI) in Amazon SageMaker Studio , and programmatically through JumpStart APIs available in the SageMaker Python SDK.

APIs 80

APIs Scripts Construction Finance 80

AWS Machine Learning

AUGUST 11, 2023

The JumpStart APIs allow you to programmatically deploy and fine-tune a vast selection of pre-trained models on your own datasets. deploy_source_uri – Use the script_uris utility API to retrieve the S3 URI that contains scripts to run pre-trained model inference. We specify the script_scope as inference.

Scripts 76

Scripts Finance Construction APIs 76

AWS Machine Learning

NOVEMBER 7, 2022

We explore two ways of obtaining the same result: via JumpStart’s graphical interface on Amazon SageMaker Studio , and programmatically through JumpStart APIs. The following sections provide a step-by-step demo to perform inference, both via the Studio UI and via JumpStart APIs. JumpStart overview. Solution overview.

APIs 77

APIs Scripts Enterprise Big data 77

AWS Machine Learning

AUGUST 26, 2022

We explore two ways of obtaining the same result: via JumpStart’s graphical interface on Amazon SageMaker Studio , and programmatically through JumpStart APIs. The following sections provide a step-by-step demo to perform semantic segmentation with JumpStart, both via the Studio UI and via JumpStart APIs. Solution overview.

APIs 79

APIs Scripts Enterprise Big data 79

AWS Machine Learning

NOVEMBER 7, 2022

We explore two ways of obtaining the same result: via JumpStart’s graphical interface on Amazon SageMaker Studio , and programmatically through JumpStart APIs. If you want to jump straight into the JumpStart API code we go through in this post, you can refer to the following sample Jupyter notebook: Introduction to JumpStart – Text to Image.

APIs 83

APIs Scripts Enterprise Big data 83

AWS Machine Learning

MARCH 13, 2024

. * The `if __name__ == "__main__"` block checks if the script is being run directly or imported. To run the script, you can use the following command: ``` python hello.py ``` * The output will be printed in the console: ``` Hello, world! ) # For the other hyperparameters, see the GitHub notebook attached in this blog.

Benchmark 108

Benchmark Scripts APIs Feedback 108

AWS Machine Learning

FEBRUARY 20, 2023

In this post, we provide an overview of how to fine-tune the Stable Diffusion model in two ways: programmatically through JumpStart APIs available in the SageMaker Python SDK , and JumpStart’s user interface (UI) in Amazon SageMaker Studio. Fine-tuning large models like Stable Diffusion usually requires you to provide training scripts.

Scripts 80

Scripts APIs Entertainment Construction 80

AWS Machine Learning

OCTOBER 19, 2022

To demonstrate how you can use this solution in your existing business infrastructures, we also include an example of making REST API calls to the deployed model endpoint, using AWS Lambda to trigger both the RCF and XGBoost models. He has published many papers in ACL, ICDM, KDD conferences, and Royal Statistical Society: Series A journal.

APIs 67

APIs Metrics Calibration Accountability 67

AWS Machine Learning

FEBRUARY 6, 2023

The JumpStart APIs allow you to programmatically deploy and fine-tune a vast selection of pre-trained models on your own datasets. These features remove the heavy lifting from each step of the ML process, making it easier to develop high-quality models and reducing time to deployment.

APIs 72

APIs Scripts Metrics Benchmark 72

AWS Machine Learning

NOVEMBER 17, 2022

In this post, we provide an overview of how to deploy and run inference with the AlexaTM 20B model programmatically through JumpStart APIs, available in the SageMaker Python SDK. To use a large language model in SageMaker, you need an inferencing script specific for the model, which includes steps like model loading, parallelization and more.

Scripts 95

Scripts APIs Government Engineering 95

AWS Machine Learning

NOVEMBER 16, 2023

script that matches the model’s expected input and output. The important thing is to review available VQA models, at the time you read this, and be prepared to deploy the model you choose, which will have its own API request and response contract. As you read this, the mix of available VQA models may change. References Ahmed, E.

Real estate 88

Real estate APIs Scripts Accountability 88

AWS Machine Learning

SEPTEMBER 20, 2022

Even if you already have a pre-trained model, it may still be easier to use its corollary in SageMaker and input the hyperparameters you already know rather than port it over and write a training script yourself. The training and inference scripts for the selected model or algorithm.

Scripts 70

Scripts Metrics Telecommunications APIs 70

AWS Machine Learning

JANUARY 30, 2024

script with llava_inference.py , and create a model.tar.gz script has additional code to allow reading an image file from Amazon S3 and running inference on it. Tip You can use OpenSearch Dashboards to interact with the OpenSearch API to run quick tests on your index and ingested data. file for this model. The model.tar.gz

Scripts 100

Scripts Enterprise Analytics APIs 100

JustCall

APRIL 5, 2023

Agent scripting – Agents can be provided with predetermined scripts to increase customer engagement. 8×8 provides solutions for VoIP calls, video conferencing, APIs for SMS and chat, and so on, and also integrates with third-party solutions like Microsoft Teams, Salesforce, Google Workspace, and Freshdesk.

voip 52

voip Interactive Voice Response APIs Contact Center 52

AWS Machine Learning

MARCH 14, 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, Mistral AI, Stability AI, and Amazon via a single API. This is because such tasks require organization-specific data and workflows that typically need custom programming.

Best practices 106

Best practices Engineering Chatbots Enterprise 106

JustCall

DECEMBER 23, 2022

per user per month Premium – Message, video, and phone features and an open API at $33.74 per user per month Ultimate – Message, video, and phone features and an open API at $44.99 per user, per month for a customized UCaaS platform with dashboards, analytics, and open APIs. per user per month. Microsoft Teams.

voip 52

voip APIs CRM Enterprise 52

AWS Machine Learning

APRIL 3, 2023

You can access Amazon Comprehend document analysis capabilities using the Amazon Comprehend console or using the Amazon Comprehend APIs. The model URI, which contains the inference script, and the URI of the Docker container are obtained through the SageMaker SDK. Provide a predictor_cls to use the SageMaker API for inference.

Engineering 78

Engineering APIs Construction Finance 78

JustCall

FEBRUARY 13, 2023

Global conferencing – Global dial-in so teams from any location can be added to conference calls. month for up to 40k emails WhatsApp Business API – Starting at $0.0042 per WhatsApp Template message and $0.005 for session messages SMS, WhatsApp, Chat, and MMS – Starting at $0.05 5 Capterra– 4.6/5 5 TrustRadius– 8.5/10

Interactive Voice Response 52

Interactive Voice Response voip Enterprise APIs 52

AWS Machine Learning

APRIL 18, 2023

We make this possible in a few API calls in the JumpStart Industry SDK. Using the SageMaker API, we downloaded annual reports ( 10-K filings ; see How to Read a 10-K for more information) for a large number of companies. We select Amazon’s SEC filing reports for years 2021–2022 as the training data to fine-tune the GPT-J 6B model.

Finance 67

Finance Scripts APIs Sales 67

AWS Machine Learning

APRIL 18, 2023

We make this possible in a few API calls in the JumpStart Industry SDK. Using the SageMaker API, we downloaded annual reports ( 10-K filings ; see How to Read a 10-K for more information) for a large number of companies. We select Amazon’s SEC filing reports for years 2021–2022 as the training data to fine-tune the GPT-J 6B model.

Finance 52

Finance Scripts APIs Sales 52

JustCall

APRIL 5, 2023

Using Google Chat, your team can easily collaborate via text, build collaborative chat rooms, conduct web conferences, share documents, and deliver presentations. Web Conferencing: Improve online meetings with high-quality audio and video web conferencing, extensive screen sharing capabilities, and advanced conference call setting.

voip 52

voip Enterprise Interactive Voice Response CRM 52

Hodusoft

NOVEMBER 29, 2022

Exceptionally fast integration. Excellent uptime. Cons : Some reports of technical issues. Unavailability of pricing plans.

Contact center software 40

Contact center software Contact Center Interactive Voice Response contact center solutions 40

JustCall

MARCH 9, 2023

Call Recording and Analytics Software Call recordings are analyzed for important moments that indicate whether reps are following or deviating from their call plan/script. Dialogue Scripting for a Seamless User Experience and Empathy Good conversations require so much more than just a simple response.

Coaching 52

Coaching Sales Chatbots Analytics 52

Hodusoft

FEBRUARY 14, 2020

Users have expressed satisfaction with Genesys product performance and services that help them to integrate the system into their infrastructure with API, activity dashboard and CRM integration. It does offer open API to help users customize systems. The company offers phone and online support.

call center software 52

call center software Call Center Contact center software voip 52