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ON A CLASSIFICATION PROBLEM: AND SELECTION APPROACH by and Lineup IAU Shanty S. Gupta Graduate institute of Static Depart d State National C4sa Uni may Purdue Unity Was Lafayette, IN, USA Chung, Taiwan,
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01
Define the problem statement and understand the input and output variables.
02
Preprocess the data by handling missing values, encoding categorical variables, and scaling the features.
03
Split the data into training and testing sets.
04
Choose a classification algorithm (e.g. logistic regression, decision tree, random forest).
05
Train the chosen algorithm on the training data.
06
Evaluate the model using the testing data and metrics such as accuracy, precision, recall, and F1 score.
07
Fine-tune the model by adjusting hyperparameters and optimizing performance.
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Once satisfied with the model performance, deploy it for inference or prediction.

Who needs on a classification problem?

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Data scientists and analysts who want to predict the class or category of a given input based on past data.
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Businesses and organizations looking to classify or categorize data for various purposes such as customer segmentation, fraud detection, sentiment analysis, etc.
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A classification problem involves categorizing data into predefined classes or labels.
Typically, organizations or individuals who engage in activities that meet certain criteria defined by regulatory bodies must file documents related to classification problems.
To fill out a classification problem, gather all relevant data, follow the prescribed format, categorize the data correctly, and submit it to the relevant authority.
The purpose of handling a classification problem is to organize data effectively and enable better decision-making by analyzing and interpreting the categorized information.
Information typically reported includes the categories, data points, criteria for classification, and any relevant contextual details.
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