Questions tagged [confusion-matrix]

5 questions
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How can the exact same model give different confusion matrices for the test dataset and the entire dataset?

I have recently implemented a simple artificial neural network with 1 hidden layer. I split my data using train_test_split and I end up with the following confusion matrix in my test set. Confusion matrix: [[193 14] [ 24 169]] Accuracy score is…
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YOLOv11: Question about data presented on Confusion Matrix x Confusion Matrix Normalized

I am new to the field of artificial intelligence, I am writing an academic paper on object detection and I got the following confusion matrix and confusion matrix normalized results: Confusion Matrix: True Positive: 594 False Positive: 218 False…
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1 answer

Binary Classification Model Comparison - Interpretation of Training, Test and Validation Set Performance

I am looking for some advice regarding the best choice of binary classification model based on training, validation and test set results. Model 1 (results in 1st image) shows better test set results than Model 2, but Model 2 (results in 2nd image)…
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Metrics using batches v/s metrics using full dataset

I am using training an image classification model using the pre-trained mobile network. During training, I am seeing very high values (more than 70%) for Accuracy, Precision, Recall, and F1-score on both the training dataset and validation…
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Confusion Matrix Measures vs Accuracy level in Neural Network Model

I'm working on a classification machine learning problem with two classes: high and low, which are derived from another numerical column x. Previously, if x>100, the sample is considered high, otherwise, it is considered low. I used a 1D CNN…