• Abdellah "Code Wizard" Ahbar 🧙‍♂️
• Hamid "Data Maestro" Abdellaoui 🎶

AI-GUI is a revolutionary no-code platform that transforms the way you interact with machine learning. Imagine having a magical assistant that takes your raw data and turns it into insightful predictions and analyses, all without writing a single line of code!

1. Upload Your Data: Simply upload your dataset. It's like feeding a crystal ball with information about the future.
2. Automatic Parameter Selection: Our AI wizardry kicks in, choosing the optimal parameters for your data. No more guesswork or endless tweaking!
3. Instant Insights: Get ready for a visual feast of charts, predictions, and insights, all tailored to your unique dataset.

• Data Enthusiasts: Dive into the world of ML without the steep learning curve.
• Busy Professionals: Save time and focus on what you do best, while AI-GUI handles the data crunching.
• Educators & Students: Make learning and teaching AI more interactive and fun.

• User-Friendly Interface: Intuitive and easy to navigate.
• Versatile Data Handling: Works with various data types for classification, regression, and time series analysis.
• Automated Model Selection: The AI chooses from an array of models to find the best fit for your data.
• Interactive Results: Engaging visuals and easy-to-understand metrics.
• Continuous Learning: AI-GUI gets smarter with each use, offering more precise and relevant insights.

With AI-GUI, the power of machine learning is just a few clicks away. Unleash the potential of your data and discover insights you never knew existed. Get ready to be amazed! 🎉✨

📂 Scripts of Power:

🧙‍♂️ classificationmodels.py - Your spellbook for classification models
🎩 regressionmodels.py - Conjure regression models with this wand
🛠️ utilities.py - The Swiss army knife of utilities

🗂️ Data Kingdom:

🐉 Classification - Navigate the maze of categorical conundrums
🔮 Regression - Unravel the mysteries of continuous predictions
⏳ TSA - Time Series Analysis: A journey through time!

🚀 main.py - The Launchpad for your AI adventures!

🔮 Feature Engineering Extravaganza:

• Featurizer - Let's make data more magical (maybe with a sprinkle of PyCaret?)

🔀 A Tale of Two Models:

• Create distinct realms for Regression and Classification

📏 Measuring the Magic:

🎯 Classification Metrics (Inspired by this epic scroll):

• Confusion Matrix: The riddle of true vs false
• Binary Tests: The dual trials of classification
• ROC Curve: The rollercoaster of true positive rates
• Positive & Negative Rates: The yin and yang of predictions
• Cumulative Gain: Climb the mountain of success
• Lift Chart: Soar high in the skies of accuracy

📊 Regression Metrics: Measuring the endless paths of continuous predictions

🎛️ Customize Your Adventure:

• Add more knobs, levers, and buttons for personalized spell-casting!

🕰️ Time Travelling Tales:

• Unveil the mysteries of Time Series Analysis

Join us on this exhilarating adventure as we turn data into dazzling displays of digital delight! 🌈✨