AWS Machine Learning

OCTOBER 2, 2024

In addition, they use the developer-provided instruction to create an orchestration plan and then carry out the plan by invoking company APIs and accessing knowledge bases using Retrieval Augmented Generation (RAG) to provide an answer to the user’s request. In Part 1, we focus on creating accurate and reliable agents.

Best practices 99

Best practices APIs Metrics Accountability 99

AWS Machine Learning

OCTOBER 31, 2022

To get started, follow Modify a PyTorch Training Script to adapt SMPs’ APIs in your training script. In this section, we only call out a few main steps with code snippets from the ready-to-use training script train_gpt_simple.py. The notebook uses the script data_prep_512.py return loss. Prepare the dataset.

Scripts 76

Scripts Benchmark APIs Engineering 76

AWS Machine Learning

SEPTEMBER 18, 2023

Each stage in the ML workflow is broken into discrete steps, with its own script that takes input and output parameters. In the following code, the desired number of actors is passed in as an input argument to the script. Let’s look at sections of the scripts that perform this data preprocessing. get("OfflineStoreConfig").get("S3StorageConfig").get("ResolvedOutputS3Uri")

Scripts 126

Scripts APIs Government Construction 126

AWS Machine Learning

AUGUST 4, 2022

The repricing ML model is a Scikit-Learn Random Forest implementation in SageMaker Script Mode, which is trained using data available in the S3 bucket (the analytics layer). The price recommendations generated by the Lambda predictions optimizer are submitted to the repricing API, which updates the product price on the marketplace.

Scripts 116

Scripts Advertising Engineering Analytics 116

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 89

APIs Enterprise Accountability Chatbots 89

AWS Machine Learning

AUGUST 9, 2024

Learn more about prompt engineering and generative AI-powered Q&A in the Amazon Bedrock Workshop. Deltek is continuously working on enhancing this solution to better align it with their specific requirements, such as supporting file formats beyond PDF and implementing more cost-effective approaches for their data ingestion pipeline.

Government 127

Government Healthcare Construction Engineering 127

AWS Machine Learning

FEBRUARY 13, 2024

The second script accepts the AWS RAM invitations to discover and access cross-account feature groups from the owner level. It also shows how to grant access permissions to existing feature groups at the owner account and share these with another consumer account using AWS RAM.

Accountability 130

Accountability Government Engineering Scripts 130

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 88

APIs Banking Enterprise Construction 88

AWS Machine Learning

DECEMBER 16, 2022

A ready-to-use training script for GPT-2 model can be found at train_gpt_simple.py. For training a different model type, you can follow the API document to learn about how to apply SMP APIs. You can find an example in the same training script train_gpt_simple.py. With the latest SMPv1.13 Benchmarking performance.

Benchmark 81

Benchmark Engineering APIs Scripts 81

AWS Machine Learning

JUNE 12, 2023

The Hugging Face transformers , tokenizers , and datasets libraries provide APIs and tools to download and predict using pre-trained models in multiple languages. Next, we can move the input tensors to the GPU used by the current process using the torch.cuda.set_device API followed by the.to() API call.

Best practices 78

Best practices APIs Engineering Analytics 78

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. Popular uses include generating marketing copy, powering chatbots, and text summarization.

Healthcare 87

Healthcare APIs Scripts Engineering 87

NobelBiz

JUNE 26, 2023

Watch our free, on-demand workshop about How to Boost Outbound Efficiency While Remaining TCPA Compliant. These real-world examples highlight the critical role of compliance in call center operations and the challenges inherent in maintaining this compliance during upgrades and system changes.

Call Center 52

Call Center Interactive Voice Response call center software CRM 52

AWS Machine Learning

JULY 29, 2024

You can also either use the SageMaker Canvas UI, which provides a visual interface for building and deploying models without needing to write any code or have any ML expertise, or use its automated machine learning (AutoML) APIs for programmatic interactions. Python script – Use a Python script to merge the datasets.

APIs 111

APIs Scripts Benchmark Metrics 111

AWS Machine Learning

JANUARY 26, 2024

After you and your teams have a basic understanding of security on AWS, we strongly recommend reviewing How to approach threat modeling and then leading a threat modeling exercise with your teams starting with the Threat Modeling For Builders Workshop training program.

Best practices 139

Best practices Government Engineering Accountability 139

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 136

Construction Scripts APIs Enterprise 136

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 83

APIs Accountability Metrics Management 83

AWS Machine Learning

SEPTEMBER 19, 2024

Users initiate the process by calling the SageMaker control plane through APIs or command line interface (CLI) or using the SageMaker SDK for each individual step. Create a Weights & Biases API key to access the Weights & Biases dashboard for logging and monitoring Request a SageMaker service quota for 1x ml.p4d.24xlarge

Engineering 94

Engineering APIs Scripts Metrics 94

AWS Machine Learning

SEPTEMBER 2, 2022

We have released an open-source project, AWS DevOps for EKS (aws-do-eks) , which provides a large collection of easy-to-use and configurable scripts and tools to provision EKS clusters and run distributed training jobs. script in the fsx folder. The script also installs the CSI driver for FSx as a daemonset.

Scripts 91

Scripts Metrics Accountability APIs 91