Data Management Tasks¶
Data Science solutions typically involve a lot of data management tasks. These typically involve fetching data from remote sources, analyzing the data, cleaning it, etc. These activities may happen once at the beginning of the solution development process, or may have to be programmed as recurring tasks in the solution.
xpresso.ai has python libraries as well as off-the-shelf Library components to support a number of data management tasks, such as:
Data Connectivity - pull data from a variety of data sources, such as databases and local / remote / cloud file systems. Use the xpresso.ai Data Connectivity Library component for this, or use the xpresso.ai Data Connectivity library to create your own custom data connectivity component
Data Exploration - univariate and bivariate exploration of data. Use the Data Exploration component from the xpresso.ai COmponent Library for this, or use the xpresso.ai Data Exploration library to create your own custom data exploration component
Data Visualization - graphs and reports detailing exploration results. Use the Data Visualization component from the xpresso.ai Component Library for this, or use the xpresso.ai Data Visualization library to create your own custom data visualization component
Data Versioning - push data into and pull data out of xpresso.ai’s data repository. Use the Data Versioning component from the xpresso.ai Component Library for this, or use the xpresso.ai Data Versioning library to create your own custom data versioning component
Each of these tasks can be performed by using xpresso.ai Data Management libraries, or by using xpresso.ai Component Library components. The choice of libraries or off-the-shelf components depends on the exact use case, as summarized in the table below:
Description |
One-time / recurring |
Suggestion |
I want to pull data from a data source, and do some basic exploration and visualization |
One-time |
|
I want to pull data from a data source, and do some customized exploration and visualization |
One-time |
|
I want to pull data from a data source, and do some basic exploration and visualization |
Recurring |
|
I want to pull data from a data source, and do some customized exploration and visualization |
Recurring |
|
What do you want to do next?