Vantage Analytics Library (VAL)
Vantage Analytics Library (VAL)
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Details
Vantage Analytics Library Product Overview
The Vantage Analytics Library (VAL) consists of a Java XSP (a SQL generator), 2 table operators (to support the KMeans and Decision Tree algorithms) and statistical test lookup tables that enable Data Scientists to analyze large datasets at scale. It operates entirely inside Vantage SQL Engine (SQLE) and no additional infrastructure is required to run. The Vantage Analytics Library behaves like a database version of an API and is compatible with Vantage SQLE 16.20 and 17.0 and 17.05. It is easy to install and requires only 40MB of space in the SQLE database for the functions. The Vantage Analytics Library provides data scientists with the following capabilities, directly in the Vantage SQLE:
• Descriptive Statistics
○ Data Quality/Values
○ Univariate Statistics
○ Frequency
○ Histogram
○ RI Analysis (column overlap)
○ Text Field Analysis
• Data Transformation
○ Bin Code
○ Formula Derivation
○ One-Hot Encoding
○ Null Value Replacement
○ Recode/Rescale
○ Sample **NEW**
○ Sigmoid/Z-Score
• Hypothesis Tests
○ Parametric Tests
○ Binomial Tests
○ Contingency Tests
○ KS Tests
○ Rank Tests
• Model Building & Scoring
○ Matrix (ESSCP/Covariance/Correlation)
○ Linear Regression
○ Logistic Regression
○ Factor Analysis
○ K-Means
○ Decision Tree
○ Association Rules/Sequence Analysis
Teradata Vantage Analytics Library software can be installed on any Vantage deployment platform, including:
• On-premises, including IntelliFlex, IntelliBase, 6xxx, and 2xxx series
• VMWare
• AWS
• Azure
• Google Cloud
Download Teradata Vantage Express, a free, fully-functional Teradata Vantage database, that can be up and running on your system in minutes. Please download and read the user guide for installation instructions.
Note that in order to run this VM, you'll need to install VMware Workstation Player, VMware Fusion, VMware Server, VirtualBox, or UTM on your system. For more details, see our getting started guides.
For feedback, discussion, and community support, please visit the Cloud Computing forum.
Specifications
- Version
- Released
- TTU
- OS
- Teradata