devgithubsharma / ipl-win_prediction-using-logistic-regression-

This Project Consists winning Prediction of Chasing Team in IPL.

IPL-win_Prediction-Using-Logistic-Regression-

In this Project, we will going to predict the Winning and Losing Probability of Chasing Team in Ipl, by utilising the relevant features from the the given Datasets like current run rate,required run rate,wickets left, runs left, balls left etc, and finally analyse the match progression by table formation and plots for loss, win probability ,wickets etc.

Table of Content

1-Importing Libraries

2-Data Preprocessing

• Merging of Match and delivery dataframe
• Current Score
• Runs Left
• Balls Left
• Current Run Rate
• Required Run Rate
• Wickets
• Result
• Extraction of relevant features and getting final dataframe

3-Data Cleaning

• Dropping Null values
• Removing outrageous values from rrr col
• Shuffling of final df

4-Model Building

• Splitting of Training and Testing Data
• Column transformation using OHE
• Build Pipeling
• Predicting accuracy
• Predicting Probability score

5-Analysis of Match Progression

• Plots regarding match progression