<prompt> Hlalosa hore na Confusion Matrix ke engnan  <response>: Instruction in English: Describe what a Confusion Matrix is . Response in English: A confusion matrix, also known as an error matrix, is a table used to evaluate the performance of a classification model by comparing the predicted values to the actual values. It is a visual representation of the accuracy of the model, showing the number of correct and incorrect predictions for each class. The matrix is often a square table, with the actual values represented on one axis and the predicted values on the other. The rows represent the actual classes and the columns represent the predicted classes. In a binary classification problem, the confusion matrix has four values: True Positives TP, True Negatives TN, False Positives FP and False Negatives FN. - TP: The number of instances that were correctly predicted as positive.- TN: The number of instances that were correctly predicted as negative.- FP: The number of instances that were predicted as positive, but were actually negative.- FN: The number of instances that were predicted as negative, but were actually positive.From the confusion matrix, a series of useful measurements can be calculated such as accuracy, specificity, sensitivity, precision, recall, F1 score, among others. Confusion matrices can be extended to multiclass classification as well, where it will be an n x n table for n classes.Overall, a confusion matrix is a powerful tool for evaluating the performance of a classification model, providing valuable insights into the strengths and weaknesses of the model. . Response in Sesotho: Matrix a pherekano, e tsejoang hape e le matrix a phoso, ke tafole e sebelisoang ho lekola tsebetso ea mofuta oa lihlopha ka ho bapisa boleng bo boletsoeng esale pele le boleng ba nnete. Ke pontšo ea pono ea ho nepahala ha mohlala, e bontšang palo ea likhakanyo tse nepahetseng le tse fosahetseng bakeng sa sehlopha ka seng. Hangata matrix ke tafole ea lisekoere, e nang le boleng ba nete bo emeloang holima axis e le ngoe le boleng bo boletsoeng esale pele ho e ngoe. Mela e emela lihlopha tsa nete me likholomo li emela lihlopha tse boletsoeng esale pele. Bothateng ba lihlopha tsa binary, matrix a pherekano a na le litekanyetso tse nè: Li-Positives tsa Nete TP, Nete ea Negatives TN, False Positives FP le False Negatives FN. - TP: Palo ea liketsahalo tse boletsoeng esale pele ka nepo e le tse ntle. - TN: Palo ea liketsahalo tse ileng tsa boleloa ka nepo e le tse mpe. - FP: Palo ea liketsahalo tse boletsoeng esale pele li le ntle, empa ha e le hantle li ne li le mpe. - FN: Palo ea liketsahalo tse boletsoeng esale pele li le mpe, empa e le tse ntle. Ho tsoa ho matrix a pherekano, letoto la litekanyo tse sebetsang li ka baloa joalo ka ho nepahala, ho hlaka, kutloisiso, ho nepahala, ho hopola, lintlha tsa F1, hara tse ling. Matrices a pherekano a ka atolosoa ho ea ho lihlopha tse ngata hape, moo e tla ba tafole ea nxn bakeng sa lihlopha tsa n. Ka kakaretso, matrix a pherekano ke sesebelisoa se matla sa ho hlahloba tsebetso ea mohlala oa lihlopha, ho fana ka lintlha tsa bohlokoa mabapi le matla le bofokoli ba mohlala. 