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AIV

AIV Prediction Buddy

Introduction

The AIV Prediction Buddy is an AI-powered assistant that allows users to create predictive models directly from their datasets using natural language.
It intelligently interprets your prompt, identifies the prediction type (classification or regression), selects the most suitable machine learning model, and delivers accurate prediction results — all without requiring coding or technical expertise.

This feature is ideal for use cases like customer churn prediction, employee attrition detection, sales performance estimation, and risk assessment.

Key Features

  • Natural Language Prediction:
    Users can simply describe what they want to predict in plain English, and the system automatically handles the rest.

  • AI + ML Integration:
    Combines advanced AI understanding with machine learning algorithms to generate reliable, explainable predictions.

  • Automatic Model Selection:
    Chooses the best-fit model based on dataset characteristics — such as Logistic Regression, Random Forest, or PyCaret AutoML.

  • Supports Classification and Regression:
    Predicts both categorical outcomes (Yes/No) and continuous values (numbers or scores).

  • Data Preprocessing:
    Cleans, transforms, and encodes dataset fields automatically before model training.

  • Explainable Results:
    Returns prediction accuracy, feature importance, and adds a new column (aiv_predict) with final predictions.

Steps to Use the AIV Forecast Buddy

  1. Hover over the table widget, and you will see the generate icon. Click on it and select Predict.

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  2. The Generate prediction panel will appear. Enter your prompt in tetbox.

    Example

    • Dataset: predict_students_performance.ds

    • Prompt: Predict whether a student will pass the exam based on their study habits and academic background.

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  3. After entring propmt click on generate button.

  4. After clicking Generate Prediction button, the prediction will start loading. A popup, as shown below, will be displayed:

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  5. Click the generate icon on the widget to view the report.|

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  6. Once the report opens, click the Close button to close it.

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Summary

The AIV Prediction Buddy simplifies predictive analytics by merging natural language understanding with automated machine learning.
It helps users generate accurate predictions quickly, without needing coding skills, and supports both small and large datasets.
With intelligent data preparation, automatic model selection, and explainable outputs, it ensures every user can make data-driven decisions with confidence.