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Description
Amazon SageMaker Data Wrangler significantly shortens the data aggregation and preparation timeline for machine learning tasks from several weeks to just minutes. This tool streamlines data preparation and feature engineering, allowing you to execute every phase of the data preparation process—such as data selection, cleansing, exploration, visualization, and large-scale processing—through a unified visual interface. You can effortlessly select data from diverse sources using SQL, enabling rapid imports. Following this, the Data Quality and Insights report serves to automatically assess data integrity and identify issues like duplicate entries and target leakage. With over 300 pre-built data transformations available, SageMaker Data Wrangler allows for quick data modification without the need for coding. After finalizing your data preparation, you can scale the workflow to encompass your complete datasets, facilitating model training, tuning, and deployment in a seamless manner. This comprehensive approach not only enhances efficiency but also empowers users to focus on deriving insights from their data rather than getting bogged down in the preparation phase.
Description
Astera Dataprep is an innovative data preparation tool that leverages AI and a chat-based interface, allowing users to effortlessly clean, transform, and prepare raw data for various purposes such as analysis, reporting, and integration by simply using natural language commands, thus removing the barriers of coding and technical expertise; users articulate their requirements in everyday language, and the system executes tasks like merging, filtering, deduplicating, reshaping, and transforming data in real time, all while providing an interactive preview reminiscent of Excel for easier visualization of modifications. The platform is capable of connecting to numerous data sources, including spreadsheets, CSV files, database tables, and cloud storage solutions, enabling users to consolidate data from multiple origins within a single workspace, identify and rectify data quality challenges such as missing values and duplicates instantaneously, thereby ensuring reliable and accurate outputs. Additionally, users have the option to save their data preparation processes as reusable workflows, automate regular updates through scheduled jobs, and seamlessly export the cleaned data to various analytics or business intelligence applications for further analysis. This functionality significantly enhances productivity and streamlines workflows, making data management a more efficient and user-friendly experience.
API Access
Has API
API Access
Has API
Integrations
Amazon Redshift
Apache Parquet
JSON
SAP Cloud Platform
Amazon Athena
Amazon EMR
Amazon S3
Amazon SageMaker Unified Studio
Apache Hadoop YARN
Apache Spark
Integrations
Amazon Redshift
Apache Parquet
JSON
SAP Cloud Platform
Amazon Athena
Amazon EMR
Amazon S3
Amazon SageMaker Unified Studio
Apache Hadoop YARN
Apache Spark
Pricing Details
No price information available.
Free Trial
Free Version
Pricing Details
No price information available.
Free Trial
Free Version
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Vendor Details
Company Name
Amazon
Founded
1994
Country
United States
Website
aws.amazon.com/sagemaker/data-wrangler/
Vendor Details
Company Name
Astera
Country
United States
Website
www.astera.com/products/astera-data-prep/
Product Features
Data Preparation
Collaboration Tools
Data Access
Data Blending
Data Cleansing
Data Governance
Data Mashup
Data Modeling
Data Transformation
Machine Learning
Visual User Interface
Machine Learning
Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization
Product Features
Data Preparation
Collaboration Tools
Data Access
Data Blending
Data Cleansing
Data Governance
Data Mashup
Data Modeling
Data Transformation
Machine Learning
Visual User Interface