Welcome
User Guide
Model Training
Data Upload
Data upload tab is used to load the dataset in the GUI to train the model and get insight of it.
Uploading a Document
This option is used to upload a document.

Release Notes
Installation Guide
Developer Guide
MLAC User Guide
User Guide
- Introduction
  Marketing AION (Artificial Intelligence ON) is an AI life cycle management platform for applying machine learning to real-world problems. Marketing AION encompasses the complete pipeline from raw data ingestion to a deployable machine learning model with a less-code/no-code approach.
- Model Management
- Model Training
  - Data Upload
    Data upload tab is used to load the dataset in the GUI to train the model and get insight of it.
    - Uploading Data File
      To upload the data file, complete the following steps:
    - Uploading a Document
      This option is used to upload a document.
    - Uploading a Python Script
      The python script needs to be created by the user, which can be converted into a data file.
    - Uploading External Data Sources
      Users can also access data from external databases for model training.
    - Uploading SKLearn Dataset
      To upload a standard sklearn data set, complete the following steps:
    - Using EDA
      EDA stands for Exploratory Data Analysis where user can analyze and investigate data sets and summarize their main characteristics, employing data visualization methods.
  - Basic Configuration
    This section provides the option to select more than one algorithm based on problem type and also provides the option to discard the unnecessary features from the dataset.
  - Updating Advanced Configuration
    To update the Advanced Configuration, complete the following steps:
  - Training the Model
    Model training tab gives the information about the Problem type, Selected algorithms, number of rows and Training Features, Training Data, Data balancing and Number of iterations.
- Model Prediction
  Model prediction predicts the input data based on the pattern of training data.
- Trusted AI
  This feature is available for classification and regression problem types.
- Model Monitoring
  This feature is available for classification and regression problem types.
- Utility
  For Data Generator and BYOM (Bring Your Own Model), select the Utility tab.

Uploading a Document

This option is used to upload a document.

About this task

To upload a file, complete the following steps:

Procedure

Click on the Data Upload tab.
Click Unstructure data.
- Select the type of document you want to upload (TXT, LOG, PDF).
- Place the files in a folder and specify the path in the Folder Path field.
Note: Currently Marketing AION does not support the trianing of use cases using unstructured data.
Click Submit.
The files in the folder will be uploaded successfully.