IPL Win Predictor

A Streamlit-based web application that predicts the winning probability of IPL (Indian Premier League) cricket matches in real-time based on current match situations.

Features

• Real-time win probability prediction for IPL matches
• Interactive user interface built with Streamlit
• Support for all IPL teams and major cricket venues
• Instant probability calculations based on multiple match parameters

Prerequisites

• Python 3.x
• pip (Python package installer)

Required Libraries

streamlit
pandas
pickle

Installation

1. Clone the repository:

git clone https://github.com/rohitbansal2005/IPL-Win-Predictor
cd ipl-win-predictor

2. Install the required packages:

pip install -r requirements.txt

3. Ensure the trained model file (pipe.pkl) is present in the root directory.

Usage

1. Run the Streamlit application:

streamlit run app.py

2. Input the following match parameters:

   • Batting team
   • Bowling team
   • Host city
   • Target score
   • Current score
   • Overs completed
   • Wickets fallen

3. Click on "Predict Probability" to see the winning chances for both teams

Input Validation

The application includes several validation checks:

• Overs cannot be zero
• Overs completed cannot exceed 20
• Current score cannot exceed the target

Supported Teams

• Sunrisers Hyderabad
• Mumbai Indians
• Royal Challengers Bangalore
• Kolkata Knight Riders
• Kings XI Punjab
• Chennai Super Kings
• Rajasthan Royals
• Delhi Capitals

Supported Cities

The application supports multiple cricket venues across:

• India (e.g., Mumbai, Delhi, Chennai, etc.)
• South Africa (e.g., Cape Town, Durban, etc.)
• UAE (Abu Dhabi, Sharjah)

Model Information

The prediction is based on a machine learning model (stored in pipe.pkl) that takes into account various match parameters including:

• Current run rate (CRR)
• Required run rate (RRR)
• Wickets remaining
• Balls remaining
• Runs left to win

Contributing

Feel free to fork the repository and submit pull requests for any improvements.