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Objective: The objective of this project is to explore, analyze, and compare the performance of at least three different machine learning classifiers or regressors on
Objective:
The objective of this project is to explore, analyze, and compare the performance of at least
three different machine learning classifiers or regressors on a mediumsized dataset.
Requirements:
Dataset Selection:
Choose a dataset suitable for classification or regression tasks. Ensure that the dataset
has enough instances and features to allow for meaningful analysis.
Data Preprocessing:
Handle missing values appropriately eg imputation or removal
Encode categorical variables using suitable techniques eg onehot encoding or label
encoding
Normalize or scale numerical features if necessary.
Perform exploratory data analysis EDA to gain insights into the dataset.
Feature Selection:
Implement a feature selection process to identify relevant features in the dataset.
ClassifierRegressor Selection:
Select at least three machine learning classifiers or regressors. You can choose from
popular algorithms such as Decision Trees, Random Forest, Support Vector Machines,
KNearest Neighbors, etc.
Hyperparameter Tuning:
Perform hyperparameter tuning for each selected model to optimize their
performance. can you do the coding
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