AWS Machine Learning

FEBRUARY 5, 2025

Note: For any considerations of adopting this architecture in a production setting, it is imperative to consult with your company specific security policies and requirements. Lets delve into a basic Colang script to see how it works: define user express greeting "hello" "hi" "what's up?" define bot express greeting "Hey there!"

Chatbots 112

Chatbots Construction Best practices Government 112

AWS Machine Learning

MARCH 19, 2024

However, complex NLQs, such as time series data processing, multi-level aggregation, and pivot or joint table operations, may yield inconsistent Python script accuracy with a zero-shot prompt. The user can use the Amazon Recognition DetectText API to extract text data from these images. setup.sh. (a a challenge-level question).

Construction 137

Construction Scripts APIs Enterprise 137

AWS Machine Learning

JANUARY 5, 2024

By the end of the consulting engagement, the team had implemented the following architecture that effectively addressed the core requirements of the customer team, including: Code Sharing – SageMaker notebooks enable data scientists to experiment and share code with other team members.

Management 134

Management APIs Engineering Government 134

AWS Machine Learning

FEBRUARY 29, 2024

The Retrieve and RetrieveAndGenerate APIs allow your applications to directly query the index using a unified and standard syntax without having to learn separate APIs for each different vector database, reducing the need to write custom index queries against your vector store.

APIs 137

APIs Healthcare Scripts Enterprise 137

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 133

Scripts APIs Entertainment Engineering 133

AWS Machine Learning

FEBRUARY 29, 2024

The endpoints like SageMaker API, SageMaker Studio, and SageMaker notebook facilitate secure and reliable communication between the platform account’s VPC and the SageMaker domain managed by AWS in the SageMaker service account. The CognitoUserStack primarily focuses on deploying a user within the Amazon Cognito user pool.

APIs 131

APIs Transportation Construction Analytics 131

AWS Machine Learning

SEPTEMBER 28, 2022

The SageMakerMigration class consists of high-level abstractions over SageMaker APIs that significantly reduce the steps needed to deploy your model to SageMaker, as illustrated in the following figure. Prepare your trained model and inference script. pth,pkl, and so on) and an inference script.

Scripts 98

Scripts APIs Engineering Consulting 98

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 118

Scripts APIs Government Analytics 118

AWS Machine Learning

JUNE 27, 2023

That is where Provectus , an AWS Premier Consulting Partner with competencies in Machine Learning, Data & Analytics, and DevOps, stepped in. Provectus is an AWS Machine Learning Competency Partner and AI-first transformation consultancy and solutions provider helping design, architect, migrate, or build cloud-native applications on AWS.

Engineering 116

Engineering APIs Scripts Entertainment 116

AWS Machine Learning

NOVEMBER 14, 2023

The solution also uses Amazon Bedrock , a fully managed service that makes foundation models (FMs) from Amazon and third-party model providers accessible through the AWS Management Console and APIs. For this post, we use the Amazon Bedrock API via the AWS SDK for Python. The script instantiates the Amazon Bedrock client using Boto3.

APIs 132

APIs Engineering Scripts Education 132

AWS Machine Learning

JULY 5, 2022

Lifecycle configurations (LCCs) are shell scripts to automate customization for your Studio environments, such as installing JupyterLab extensions, preloading datasets, and setting up source code repositories. LCC scripts are triggered by Studio lifecycle events, such as starting a new Studio notebook. Apply the script (see below).

Scripts 98

Scripts Engineering APIs Consulting 98

AWS Machine Learning

APRIL 29, 2024

Dataset collection We followed the methodology outlined in the PMC-Llama paper [6] to assemble our dataset, which includes PubMed papers sourced from the Semantic Scholar API and various medical texts cited within the paper, culminating in a comprehensive collection of 88 billion tokens. Create and launch ParallelCluster in the VPC.

APIs 124

APIs Healthcare Scripts Enterprise 124

AWS Machine Learning

MARCH 22, 2023

Access and permissions to configure IDP to register Data Wrangler application and set up the authorization server or API. Configure the IdP To set up your IdP, you must register the Data Wrangler application and set up your authorization server or API. Configure Snowflake. Configure SageMaker Studio.

APIs 98

APIs Engineering Analytics Scripts 98

AWS Machine Learning

AUGUST 30, 2023

In order to run inference through SageMaker API, make sure to pass the Predictor class. pre_trained_model = Model( image_uri=deploy_image_uri, model_data=pre_trained_model_uri, role=aws_role, predictor_cls=Predictor, name=pre_trained_name, env=large_model_env, ) # Deploy the pre-trained model.

Healthcare 135

Healthcare APIs Scripts Metrics 135

AWS Machine Learning

JUNE 12, 2024

This solution uses an Amazon Cognito user pool as an OAuth-compatible identity provider (IdP), which is required in order to exchange a token with AWS IAM Identity Center and later on interact with the Amazon Q Business APIs. Amazon Q uses the chat_sync API to carry out the conversation. You can also find the script on the GitHub repo.

APIs 138

APIs Enterprise Accountability Feedback 138

AWS Machine Learning

MAY 22, 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 through a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Scripts 137

Scripts Engineering Accountability Benchmark 137

AWS Machine Learning

SEPTEMBER 13, 2024

The router initiates an open session (this API is defined by the client; it could be some other name like start_session ) with the model server, in this case TorchServe, and responds back with 200 OK along with the session ID and time to live (TTL), which is sent back to the client. script takes approximately 30 minutes to run.

APIs 98

APIs Engineering Chatbots Scripts 98

AWS Machine Learning

NOVEMBER 1, 2023

The TGI framework underpins the model inference layer, providing RESTful APIs for robust integration and effortless accessibility. Supplementing our auditory data processing, the Whisper ASR is also furnished with a RESTful API, enabling streamlined voice-to-text conversions.

APIs 122

APIs Engineering Construction Scripts 122

AWS Machine Learning

MAY 23, 2023

The web application interacts with the models via Amazon API Gateway and AWS Lambda functions as shown in the following diagram. API Gateway provides the web application and other clients a standard RESTful interface, while shielding the Lambda functions that interface with the model. Clone and set up the AWS CDK application.

APIs 109

APIs Accountability Construction Management 109

COPC

OCTOBER 26, 2023

Related CX Technology Consulting Fusing technology and expertise to design and deliver exceptional service journeys. 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. Developing an LLM AI assistant involves multiple ingredients.

Technology 76

Technology Customer Experience APIs Consulting 76

AWS Machine Learning

OCTOBER 4, 2022

Developers usually test their processing and training scripts locally, but the pipelines themselves are typically tested in the cloud. Writing the scripts to transform the data is typically an iterative process, where fast feedback loops are important to speed up development. Build your pipeline.

Scripts 98

Scripts Engineering Management APIs 98

AWS Machine Learning

DECEMBER 6, 2023

Another driver behind RAG’s popularity is its ease of implementation and the existence of mature vector search solutions, such as those offered by Amazon Kendra (see Amazon Kendra launches Retrieval API ) and Amazon OpenSearch Service (see k-Nearest Neighbor (k-NN) search in Amazon OpenSearch Service ), among others.

Analytics 127

Analytics APIs Engineering Construction 127

AWS Machine Learning

JANUARY 11, 2023

By using Terraform and a single entry point configurable script, we are able to instantiate the entire infrastructure, in production mode, on AWS in just a few minutes. IaC is the process of provisioning resources programmatically using automated scripts rather than using interactive configuration tools.

Scripts 95

Scripts Finance Enterprise Engineering 95

AWS Machine Learning

JULY 14, 2022

We begin by creating an S3 bucket where we store the script for our AWS Glue streaming job. Run the following command in your terminal to create a new bucket: aws s3api create-bucket --bucket sample-script-bucket-$RANDOM --region us-east-1. s3://sample-script-bucket-30232/glue_streaming/app.py.

Engineering 98

Engineering Scripts APIs Finance 98

AWS Machine Learning

AUGUST 3, 2023

Finally, we show how you can integrate this car pose detection solution into your existing web application using services like Amazon API Gateway and AWS Amplify. For each option, we host an AWS Lambda function behind an API Gateway that is exposed to our mock application. iterdir(): if p_file.suffix == ".pth":

APIs 92

APIs Scripts Engineering Technical Support 92

AWS Machine Learning

SEPTEMBER 11, 2024

Amazon EKS creates a highly available endpoint for the managed Kubernetes API server that you use to communicate with your cluster (using tools like kubectl). The managed endpoint uses Network Load Balancer to load balance Kubernetes API servers. This VPC doesn’t appear in the customer account.

APIs 90

APIs Accountability Metrics Management 90

AWS Machine Learning

MAY 3, 2023

This post mainly covers the second use case by presenting how to back up and recover users’ work when the user and space profiles are deleted and recreated, but we also provide the Python script to support the first use case. This script updates the replication field given the domain and profile name in the table.

Scripts 87

Scripts APIs Accountability Engineering 87

AWS Machine Learning

JULY 15, 2024

We use the custom terminology dictionary to compile frequently used terms within video transcription scripts. If you want to learn more about this use case or have a consultative session with the Mission team to review your specific generative AI use case, feel free to request one through AWS Marketplace. Here’s an example.

Engineering 126

Engineering Entertainment Big data Benchmark 126

Outsource Consultants

APRIL 9, 2025

Partnering with experienced outsourcing consultants becomes invaluable in this context. At Outsource Consultants , we optimize call center services and AI technology integration. Many providers offer flexible tech stacks and API integrations, or even co-develop solutions to align with your internal systems. Absolutely.

Call Center 67

Call Center outsourcing Chatbots Analytics 67

Pointillist

JULY 25, 2018

Estimate project duration by speaking with the vendors you have shortlisted and any industry consultants/analysts who may be advising you. Pointillist can handle data in all forms, whether it is in tables, excel files, server logs, or 3rd party APIs. 3rd Party APIs: Pointillist has a large number of connectors using 3rd party APIs.

Analytics 93

Analytics Government Metrics Upselling 93

AWS Machine Learning

JULY 29, 2022

These customized ML models can either be deployed to the AWS Cloud using cloud APIs or to custom edge hardware using AWS IoT Greengrass. The scripts outputs an image that includes the color and location of the defects on the anomalous image. Finally, we demonstrate a Python-based sample application running on the EC2 (C5a.2xl)

Scripts 97

Scripts SaaS Accountability Engineering 97

NobelBiz

APRIL 23, 2024

You can use a sophisticated outbound dialing engine that increases your response rates, record calls to create an extensive customer history database, and move your interactions on multiple channels to cover a larger array of customer needs and demands; all while using personalized and customized scripts.

Customer centricity 94

Customer centricity Contact Center Technology Telemarketing 94

AWS Machine Learning

NOVEMBER 1, 2022

For instructions on assigning permissions to the role, refer to Amazon SageMaker API Permissions: Actions, Permissions, and Resources Reference. The Step Functions state machine, S3 bucket, Amazon API Gateway resources, and Lambda function codes are stored in the GitHub repo. The following figure illustrates our Step Function workflow.

Engineering 98

Engineering APIs Accountability industry solution 98

Vistio

AUGUST 9, 2021

We had a consulting division, training division, call center auditing division, a media division and research. 2010, I sold out my interest in that consulting business, and I’ve been independent ever since. In 2005, built a group of companies. It’s grown by about 25 to 30% since then.

Contact Center 52

Contact Center Consulting Consulting Call Center 52

Netomi

JANUARY 5, 2023

Authentic intelligence in 2023 is at the heart of an advanced CX solution, using inputs from systems and APIs, historical data, customer profiles, and cutting-edge conversational design. This means there is little room for the customer to go off-script. Conversations powered by authentic intelligence will feel more organic.

Chatbots 52

Chatbots Airlines Scripts Customer Support 52

SmartAction

MAY 23, 2019

Those functional areas are: CX Consultant – maps the business need to a business case for conversational AI. CX Consultant. The CX Consultant brings together key stakeholders to understand the business case – the problem that needs to be solved and what it would mean to the business to solve it. Solutions Expert.

Self service 40

Self service Virtual Agent Contact Center Engineering 40

Balto

JANUARY 14, 2025

API Strategies: Use API integration to connect disparate systems, ensuring smooth data flow. Appointment Conversions: Predictive models identify the best times to follow up, boosting scheduling rates for consultations or treatments. Key Issues: CRM, telephony, and workforce management systems often operate in data silos.

Call Center 52

Call Center Analytics Average Handle Time Big data 52