learning Machine
                                                        
                                                                                                                                                                                                                                                                                                            
                                                            classification
                                                        
                                                                                                                                                                                                                                                                                                            
                                                            MCOCO dataset
                                                        
                                                                                                                                                                                                                                                                                                            
                                                            K Nearest Neighbor's
                                                        
                                                                                                                                                                                                                                                                                                            
                                                            Stochastic Gradient Descent learning (SGD)
                                                        
                                                                                                                                                                                                                                                                                                            
                                                            Logistic Regression Algorithm(LR)
                                                        
                                                                                                                                                                                                                                                                                                            
                                                            and Multi-Layer Perceptron (MLP).
                                                        
                                                                                                                                                                                         
                                                                        
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                                        In this paper, we used four classification methods to classify objects and compareamong these methods, these are K Nearest Neighbor's (KNN), Stochastic Gradient Descentlearning (SGD), Logistic Regression Algorithm(LR), and Multi-Layer Perceptron (MLP). Weused MCOCO dataset for classification and detection the objects, these dataset image wererandomly divided into training and testing datasets at a ratio of 7:3, respectively. In randomlyselect training and testing dataset images, converted the color images to the gray level, thenenhancement these gray images using the histogram equalization method, resize (20 x 20) fordataset image. Principal component analysis (PCA) was used for feature extraction, andfinally apply four classification metho
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