Introduction:
Machine learning is an intelligent technology that works as a bridge between businesses and data science.
With the involvement of data science, the business goal focuses on findings to get valuable insights on available data. The
large part of Indian Cinema is Bollywood which is a multi-million dollar industry. This paper attempts to predict whether
the upcoming Bollywood Movie would be Blockbuster, Superhit, Hit, Average or Flop. For this Machine Learning
techniques (classification and prediction) will be applied. To make classifier or prediction model first step is the learning
stage in which we need to give the training data set to train the model by applying some technique or algorithm and after
that different rules are generated which helps to make a model and predict future trends in different types of organizations.
Methods:
All the techniques related to classification and Prediction such as Support Vector Machine(SVM), Random
Forest, Decision Tree, Naïve Bayes, Logistic Regression, Adaboost, and KNN will be applied and try to find out efficient
and effective results. All these functionalities can be applied with GUI Based workflows available with various categories
such as data, Visualize, Model, and Evaluate.
Result:
To make classifier or prediction model first step is learning stage in which we need to give the training data set to
train the model by applying some technique or algorithm and after that different rules are generated which helps to make a
model and predict future trends in different types of organizations
Conclusion:
This paper focuses on Comparative Analysis that would be performed based on different parameters such as
Accuracy, Confusion Matrix to identify the best possible model for predicting the movie Success. By using Advertisement
Propaganda, they can plan for the best time to release the movie according to the predicted success rate to gain higher
benefits.
Discussion:
Data Mining is the process of discovering different patterns from large data sets and from that various
relationships are also discovered to solve various problems that come in business and helps to predict the forthcoming
trends. This Prediction can help Production Houses for Advertisement Propaganda and also they can plan their costs and
by assuring these factors they can make the movie more profitable.
Predicting the Postoperative Outcome of Percutaneous Nephrolithotomy with Machine Learning System: Software Validation and Comparative Analysis with Guy's Stone Score and the CROES Nomogram