🎥 IMDb_analysis_for_bollywood 🎥

Dataset : https://www.kaggle.com/datasets/adrianmcmahon/imdb-india-movies

Description : Detailed analysis and Rating prediction for IMDb India movies (till 2021).

Difficulty : Intermediate

Tasks performed:

1. Data Preprocessing :
   1. Feature selection /li>
   2. Handling Null values
   3. Managing outliers
2. Feature Engineering :
   1. One hot encoding
   2. Value manupulation
   3. Creating new columns
   4. Log Transformation of votes to manage skewness
3. Data Analysis and Visualisation
1. Box plots
2. Violin plots
3. Density graphs
4. Scatter plots
5. Bar graphs
4. Model Building
1. Train_Test_Split
2. Decision Trees
3. Random Forest
4. Gradient Boosting
5. SVM
6. Neural Networks
7. XGBoost
8. CatBoost
5. Accuracy Metrics Evaluation