CryptoLiquidityPrediction

🪙 Crypto Liquidity Prediction

This project predicts the liquidity ratio of cryptocurrencies using machine learning techniques.

---

📁 Project Structure

CryptoLiquidityPrediction/
├── data/                  # Contains raw/cleaned cryptocurrency CSV data
├── docs/                  # Design documents: HLD, LLD, Architecture, Final Report
├── models/                # Trained machine learning model (best\_model.joblib)
├── notebooks/             # Jupyter Notebook with EDA, preprocessing, model training
├── src/                   # Flask application (app.py for API deployment)

---

📌 Project Overview

This project aims to forecast the liquidity ratio of cryptocurrencies using supervised machine learning. It includes:

• Data preprocessing
• Model selection using GridSearchCV
• Performance evaluation
• Deployment of a prediction API using Flask

---

🛠️ Technologies Used

• Python 3
• Pandas, NumPy
• Scikit-learn
• Matplotlib, Seaborn
• Joblib
• Flask
• Jupyter Notebook

---

🤖 Machine Learning Details

• Model Used: Random Forest Regressor with GridSearchCV
• Target Variable: Liquidity Ratio
• Evaluation Metrics: R² Score, RMSE, MAE

The trained model is saved here: models/best_model.joblib

---

🚀 How to Run the Project

1. Run Jupyter Notebook (for analysis & training)

cd notebooks
jupyter notebook Cryptocurrency_ML_Project.ipynb

2. Run Flask App (for prediction API)

cd src
python app.py

Then open your browser and go to: 👉 http://127.0.0.1:5000

---

📄 Reports & Documentation

You can find detailed documentation inside the docs/ folder:

• HLD.md – High-Level Design
• LLD.md – Low-Level Design
• Pipeline_Architecture.md – Pipeline & Flow
• Final_Report.md – Final summary & analysis

---

Power BI Dashboard

An interactive Power BI dashboard was created to visualize cryptocurrency trends, including price fluctuations, liquidity predictions, and trading volume insights.

📁 Location: dashboards/Cryptocurrency_Project.pbix

📄 Dashboard PDF Preview: https://github.com/Progati00/CryptoLiquidityPrediction/blob/main/dashboards/Cryptocurrency_Project.pdf Cryptocurrency Project Dashboard (PDF)

This PDF provides a static view of the Power BI dashboard for easier access and preview, especially for users who do not have Power BI installed.

---

👤 Author

Progati Podder 🔗 GitHub Profile