Practical Exam

 

Practical Exam

 

Task-1: Dataset Description using Orange tool. What is need to be done to improve the accuracy of classification result of the given dataset?

Dataset: https://archive.ics.uci.edu/ml/datasets/Dresses_Attribute_Sales

Get the maximum classification accuracy possible by performing following methods. -->Pre-processing

o Encoding

o Normalization

o Missing value handling

o Feature Selection

Compare your accuracy with and without applying pre-processing steps. Perform the Classification and visualize accuracy before and after preprocessing in Orange/Python.




Figure 1 DataSet Info







Figure 2 Preprocessing


Initial Accuracy



Improved Accuracy


Task-2: Generate the Dashboard of preprocessed dataset from task-1.

Find the Maximum data insights by plotting Bar chart, Boxplot, Pie Plot, Stack Plot using PowerBI dashboard visualization. 


Power Bi Dashboard


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