Insightful Data Explorer

Welcome to the Data Explorer and Machine Learning App! This Streamlit-based application provides a comprehensive suite of tools for data analysis, visualization, feature engineering, and automated machine learning (AutoML).

App link

If you're new to this app, this tutorial video will be very helpful.

Table of Contents

• Features
• Technologies

Features

• Data Handling: Upload CSV or Excel files, edit data, and perform preprocessing tasks.
• Chat with Data: InsightBot allows you to chat with your data.
• Visualization: Create custom visualizations and use AutoViz for automated chart generation.
• Feature Engineering: Transform and create new features, handle missing values, outliers, and more.
• AutoML: Automate model selection, training, and optimization for regression, classification, clustering, anomaly detection, and time series forecasting with PyCaret.
• Profiling: Generate detailed data profiles using YData Profiling.

Technologies

• Streamlit: Interactive and responsive user interface.
• Google Gemini-1.5-Flash-Latest: Generative artificial intelligence chatbot developed by Google.
• PyCaret: Automated machine learning.
• PygWalker: Customizable data visualizations.
• AutoViz: Automated chart selection.
• YData Profiling: Detailed data profiling.

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