AWS Machine Learning Blog

FEBRUARY 20, 2024

Based on the following code, we can retrieve all the models’ artifacts, including those from Hugging Face, and save them to the specified local model directory: def fetch_models(hf_token: str, local_model_dir="./models"): Save the model artifacts to the 'model' directory and create a tarball tar cvzf model.tar.gz -C model/.

Metadata 99

Metadata Auto-complete Machine Learning Deep Learning 99

IBM Journey to AI blog

JULY 20, 2023

When businesses need industry-leading performance scalability and reliability for their SAP ERP landscape, they turn to IBM® Power® for their compute infrastructure. Optionally configures a shared NFS directory on all created Power Virtual Server instances. Power Virtual Server for SAP HANA architecture.

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Automation 152

AWS Machine Learning Blog

OCTOBER 2, 2023

Automating the edge deployment of an ML model After an ML model has been trained and evaluated, it needs to be deployed to a production system to generate business value by making predictions on incoming data. For our setup, we simulate this image input by uploading a preset of images into a specific directory on the edge device.

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Automation DevOps ML Machine Learning 93

AWS Machine Learning Blog

FEBRUARY 2, 2024

. $ cd pattern1-rag/cdk $ cdk deploy BackendStack --exclusively -c textModelEndpointName= -c embeddingsModelEndpointName= Alternatively, you can enter the context values in a file called cdk.context.json in the pattern1-rag/cdk directory and run cdk deploy BackendStack --exclusively. Note that we specify the Region in the file bin/cdk.ts.

ETL 95

ETL DevOps LLM Generative AI 95

AWS Machine Learning Blog

MAY 18, 2023

This dataset has PDF documents categorized into multiple directories based on the type of documents (for example, documents related to AWS database options, security, and ML). For this post, access to the Databases directory in the SharePoint site is provided to the database-specialists group only. Congratulations!

IDP 76

IDP ML Metadata Categorization 76

AWS Machine Learning Blog

MAY 10, 2023

Directory structure When using Amazon SageMaker Studio , the directory structure can be organized as follows: ├── script │ └── train.py └── simple_tensorboard.ipynb Here, script/train.py He holds an MBA from Haas School of Business and a Masters in Information Systems Management from Carnegie Mellon University. x_test / 255.0

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Data Scientist Deep Learning ML Python 73

AWS Machine Learning Blog

JANUARY 10, 2024

The approver must be authenticated and part of the approver group managed by Active Directory. About the authors Tom Kim is a Senior Solution Architect at AWS, where he helps his customers achieve their business objectives by developing solutions on AWS. He also enjoys playing cricket whenever he can find time.

ML 103

ML Machine Learning ETL Data Scientist 103

Chatbots Life

APRIL 19, 2024

Enhancing Customer Support on WhatsApp: Building a WhatsApp Chatbot with Human Handover using Dialogflow In today’s digital age, WhatsApp has become a preferred communication channel for businesses and customers. This integration enables businesses to create a WhatsApp chatbot that can efficiently handle a wide array of customer queries.

Chatbots 52

Chatbots Natural Language Processing Automation Python 52

AWS Machine Learning Blog

SEPTEMBER 20, 2023

As customers accelerate their migrations to the cloud and transform their business, some find themselves in situations where they have to manage IT operations in a multicloud environment. For instructions on creating a role that meets your business needs, refer to SageMaker Roles. split('/',1) s3 = boto3.client("s3") client("s3") s3.download_file(model_bucket,model_key,local_model_file)

ML 104

ML Python Deep Learning Machine Learning 104

Flipboard

FEBRUARY 15, 2023

Real-world data and business use cases change rapidly, and setting up MLOPs patterns with Jumpstart allows you to retrain, evaluate, version, and deploy models across environments quickly. In the pipelines directory, you can find the abalone folder that contains the seed pipeline code. Rename the abalone directory to customer_churn.

ML 112

ML Natural Language Processing Computer Vision Machine Learning 112

Towards AI

MARCH 1, 2023

Figure: Casting Process (Source) A quality inspection of these components becomes important because any defective product can cause the rejection of the whole order, which can cause a hefty financial loss to the business. It is a path to the directory which contains the path to both folders, train and test.

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Convolutional Neural Networks Neural Network Deep Learning Python 81

AWS Machine Learning Blog

APRIL 7, 2023

cpu s3://jumpstart-cache-prod-us-east-1/source-directory-tarballs/tensorflow/inference/tc/v2.0.0/sourcedir.tar.gz Complete the following steps: Identify the location of the SageMaker local mode deployment manifest: To do so, search our root directory for any files named docker-compose.yaml. Run the train_model.py sourcedir.tar.gz

BERT 80

BERT Metadata Natural Language Processing ML 80

AWS Machine Learning Blog

SEPTEMBER 28, 2023

Enterprises today face major challenges when it comes to using their information and knowledge bases for both internal and external business operations. Data source We created an Amazon Kendra index and added a data source using web crawler connectors with a root web URL and directory depth of two levels.

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Generative AI Large Language Models Artificial Intelligence Artificial Intelligence 100

DataRobot Blog

MARCH 17, 2022

Businesses today operate under greater pressure and greater uncertainty than ever before. Together, these new capabilities will help every business more intelligently navigate the most unpredictable of markets. This leads me back to a basic tenet of business: realizing value. DataRobot AI Cloud 8.0 DataRobot AI Cloud 8.0

Machine Learning 52

Machine Learning AI AI Automation 52

AWS Machine Learning Blog

JULY 24, 2023

However, in their recent experiments, the inference latency and queries per second (QPS) of a PyTorch-based GPT-2 model couldn’t meet certain thresholds that can justify its business value. The prohibitive computation cost and latency of PyTorch-based GPT-2 made it difficult to be widely adopted from a business operation perspective.

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Metadata Generative AI Natural Language Processing Deep Learning 66

AWS Machine Learning Blog

FEBRUARY 6, 2024

Amazon Cognito provides a local user pool or can be federated with the user’s active directory. The effort builds on the 15-year strategic relationship between the companies and uses the same proven mechanisms and accelerators built by the Accenture AWS Business Group (AABG).

Generative AI 106

Generative AI Large Language Models AI AI 106

Pragnakalp

NOVEMBER 8, 2023

In today’s digital age, WhatsApp has become a preferred communication channel for businesses and customers. WhatsApp Business API once limited to a select few, is now within reach of a broader range of businesses, offering new opportunities for providing exceptional customer support and addressing user queries.

Chatbots 52

Chatbots Natural Language Processing Python Automation 52

Chatbots Life

MAY 19, 2023

After finalizing that the process is worthy of automation, the next step to do is to work through the process backward, identifying the end result, the approvals needed for the end result, the business application you’ll need to connect with Workativ Assistant to get the end result, is it a scheduled automation or dialog-triggered automation, etc.,

Automation 98

Automation Chatbots AI Chatbots Conversational AI 98

ODSC - Open Data Science

NOVEMBER 10, 2023

To explore them, let’s imagine we have been asked to create a predictive model to forecast the number of rentals for a bicycle rental business based on seasonality and weather conditions. devcontainer/requirements.txt` — configuration file listing the Python packages to install in the development container.

Data Science 52

Data Science Python Data Scientist Large Language Models 52

AWS Machine Learning Blog

MAY 23, 2023

The seeds of a machine learning (ML) paradigm shift have existed for decades, but with the ready availability of virtually infinite compute capacity, a massive proliferation of data, and the rapid advancement of ML technologies, customers across industries are rapidly adopting and using ML technologies to transform their businesses.

Generative AI 93

Generative AI AI Modeling ML AI 93

AWS Machine Learning Blog

MARCH 1, 2024

Download the GitHub repo and unzip to your directory. You have now used the Amazon Lex automated chatbot designer to identify common intents, utterances mapped to those intents, and information that the chatbot needs to collect to fulfill certain business functions. For instructions, refer to Installing the AWS SAM CLI.

Automation 98

Automation Chatbots ML Conversational AI 98

AWS Machine Learning Blog

AUGUST 1, 2023

With this solution, businesses large and small can develop new ad creatives much faster and at lower cost than ever before. This allows you to develop new custom ad creative content for your business at low cost and at a rapid pace. Also, instances behind SageMaker endpoints can be changed with minimum effort as business needs change.

Generative AI 62

Generative AI Auto-complete Computer Vision Machine Learning 62

AWS Machine Learning Blog

NOVEMBER 27, 2023

According to IDC , unstructured data accounts for over 80% of all business data today. According to a 2019 survey by Deloitte , only 18% of businesses reported being able to take advantage of unstructured data. In this case the file has following metadata, with the location of each file in Amazon S3 directory.

Generative AI 77

Generative AI Metadata LLM Python 77

AWS Machine Learning Blog

DECEMBER 14, 2023

Amazon Comprehend customers can train custom named entity recognition (NER) models to extract entities of interest, such as location, person name, and date, that are unique to their business. He is passionate about building innovative architectures to address customers’ business problems with machine learning.

Automation 94

Automation Natural Language Processing Machine Learning Deep Learning 94

Ofemwire

OCTOBER 8, 2023

Write a company profile for inclusion in a business directory. Craft a social media post recognizing employees’ efforts during a busy season. Write a blog post on the company’s commitment to ethical business practices. Write a blog post on the company’s commitment to ethical business practices.

ChatGPT 52

ChatGPT Continuous Learning Explainability AI 52

AWS Machine Learning Blog

AUGUST 16, 2023

With a deep understanding of innovative AI technologies, including computer vision, natural language processing, and generative AI, Ben is dedicated to accelerating the adoption of these technologies to optimize business processes and drive efficiency at Travelers. Jordan graduated from MIT with a Master’s in Business Analytics.

Metadata 71

Metadata Data Scientist Generative AI Natural Language Processing 71

Revolutions

FEBRUARY 9, 2021

Authentication The first time you call one of the Microsoft365R functions (see below), it will use your Internet browser to authenticate with Azure Active Directory (AAD), in a similar manner to other web apps. Note that OneDrive for Business is technically part of SharePoint, and requires a Microsoft 365 Business subscription.

Metadata 40

Metadata 40

deepsense.ai

OCTOBER 8, 2023

The tasks span from creating project and data directories, to installing the required python modules, to writing the specific code files. Need a reliable partner for a forward-thinking AI project for your business? Contact us today, and our experts will help you find a bespoke solution tailored to answer your business challenges.

Auto-complete 92

Auto-complete LLM AI AI 92

AWS Machine Learning Blog

MARCH 8, 2023

We encourage you to learn more by exploring the Amazon SageMaker Python SDK and building a solution using the sample implementation provided in this post and a dataset relevant to your business. She is passionate about helping enterprise customers solve business problems with technology.

ML 109

ML Python Machine Learning Neural Network 109

AWS Machine Learning Blog

NOVEMBER 15, 2023

__init__( entry_point=entry_point, framework_version=framework_version, role=role, instance_count=instance_count, instance_type=instance_type, hyperparameters=hyperparameters, **kwargs ) Let’s build the estimators dictionary by iterating through all scripts generated before and located in the scripts directory.

Algorithm 90

Algorithm Auto-complete ML Python 90

Heartbeat

DECEMBER 27, 2023

The machine learning (ML) lifecycle defines steps to derive values to meet business objectives using ML and artificial intelligence (AI). In today’s agile environment, it is essential to perform multiple iterations and experiments, respond quickly to changes, and successfully deploy to deliver value and satisfy business requirements.

Machine Learning 52

Machine Learning Python ML Categorization 52

AWS Machine Learning Blog

MAY 1, 2024

When training is restarted, SageMaker automatically copies the previously saved checkpoints from the S3 location back to the local checkpoint directory to make sure the training script can load and resume the last saved checkpoint. Prior to starting your training job, you need to configure it by defining all necessary variables.

ML 90

ML Auto-complete Deep Learning Generative AI 90

IBM Journey to AI blog

AUGUST 31, 2023

Log4Shell is a result of how vulnerable versions of Log4j handle the Java Naming and Directory Interface (JNDI), an API that Java apps use to access resources hosted on external servers. On Linux, Microsoft Windows, and macOS operating systems, security teams can search file directories for instances of Log4j using the command line interface.

IDP 209

IDP Automation Continuous Learning AI 209

Unite.AI

OCTOBER 25, 2023

Businesses and individuals are flooded with unique and custom data, often housed in various applications such as Notion, Slack, and Salesforce, or stored in personal files. To specify a directory for these files, use the “LLAMA_INDEX_CACHE_DIR” environment variable. You will need Poetry for managing package dependencies.

LLM 304

LLM OpenAI Prompt Engineer Prompt Engineering 304

AWS Machine Learning Blog

AUGUST 4, 2023

In Part 1 , we show how the Salesforce Data Cloud and Einstein Studio integration with SageMaker allows businesses to access their Salesforce data securely using SageMaker and use its tools to build, train, and deploy models to endpoints hosted on SageMaker. Choose clone repo for both notebooks.

ML 78

ML Categorization AI AI 78

AWS Machine Learning Blog

APRIL 25, 2024

About the Authors Sanjay Tiwary is a Specialist Solutions Architect AI/ML who spends his time working with strategic customers to define business requirements, provide L300 sessions around specific use cases, and design AI/ML applications and services that are scalable, reliable, and performant.

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Auto-complete Python ML Natural Language Processing 99

AWS Machine Learning Blog

JUNE 23, 2023

You can define and organize your routes using out-of-the-box functionalities from FastAPI to scale out and handle growing business logic as needed, test locally and host it on Lambda, then expose it through a single API gateway, which allows you to bring an open-source web framework to Lambda without any heavy lifting or refactoring your codes.

Large Language Models 87

Large Language Models ML Python Machine Learning 87