InsightaX

InsightaX is an intuitive platform for data pre-processing, visualization and model training build on FastAPI and Vite+React. InsightaX is a powerful and user-friendly platform designed to make data analysis and model creation accessible to everyone. InSIghTaX stands for "Intuitive Solution for Insightful Data Processing, Visualization, and Model Training with Advanced eXperience".

Streamlined Data Analysis Process 📈

InsightaX streamlines the data analysis process by reducing complex code into a simple and intuitive GUI-guided solution. This approach empowers users of all skill levels to analyze data and create models with ease, without the need for specialized coding skills.

Installation and Usage

1. Create environment : python -m venv .env
2. Install backend dependencies : pip install -r requirements.txt
3. Install front end dependencies:

cd frontend
pnpm i
pnpm run build
cd ..

4. Run server: uvicorn main:app --reload

API stats

Backend

• API task and sub task data
• API for csv submission and loading the class
• API for pre processing steps
• API for choosing the task type and model
• API for choosing hyper parameters
• API for setting the features and target
• API for training the model
• API for evaluation and test
• API for Neural Network config
• API for Ollama integration for hyper-params tuning

Frontend

• Home screen
• Dataset selection screen
• Dataset preprocessing screen
• Dataset model selection screen
• Dataset hyper params selection screen
• Model feature and target selection screen
• Model training | Eval | Test screen
• Neural network screen