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Recent questions tagged machine-learning
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0 votes
1
1 answer
162
162 views
Go Classes | DA Course | Machine Learning
Sara can't believe everyone she knows only decided to watch one of Barbie or Oppenheimer. She collects data and gives each person a label of $y_i=1$ if a person watched B...
GO Classes
162
views
asked
Mar 24, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
evaluation-matrix
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0
0 votes
1
1 answer
156
156 views
Go Classes | DA Course | Machine Learning
India International Airlines has developed 2 different classifiers (A and B) for predicting whether a flight originating from Delhi will arrive at its final destination o...
GO Classes
156
views
asked
Mar 24, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
evaluation-matrix
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0
0 votes
0
0 answers
123
123 views
Go Classes | DA Course | Machine Learning
From the confusion matrix below for a classification task with three classes ( $A, B$, and $C$ ), select the correct value of $F_1$-score $(B)$ :A. 0.0B. 0.25C. 0.5D. 0.7...
GO Classes
123
views
asked
Mar 24, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
evaluation-matrix
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0
0 votes
1
1 answer
129
129 views
Go Classes | DA Course | Machine Learning
Automated trade industry has developed an AI model which predicts the selling and purchasing of automobiles. During testing, the Al model came up with the following predi...
GO Classes
129
views
asked
Mar 24, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
evaluation-matrix
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0
0 votes
0
0 answers
99
99 views
Go Classes | DA Course | Machine Learning
$\text { A classifier resulted in the following confusion matrix when applied to the test set : }$ What is the F1-score of this classifier ?0.090.190.290.39
GO Classes
99
views
asked
Mar 24, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
evaluation-matrix
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0
0 votes
1
1 answer
142
142 views
Go Classes | DA Course | Machine Learning
$\text { From the following classification data, compute accuracy, precision, and recall }$\begin{array}{|r|c|c|}\hline & \text { Actually Positive } & \text { Actually N...
GO Classes
142
views
asked
Mar 24, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
evaluation-matrix
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0
0 votes
1
1 answer
162
162 views
Go Classes | DA Course | Machine Learning
Consider a binary classification data set with 9000 positively labelled examples and 1000 negatively labelled examples. What is the precision and the recall of a classifi...
GO Classes
162
views
asked
Mar 24, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
evaluation-matrix
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0
0 votes
0
0 answers
113
113 views
Go Classes | DA Course | Machine Learning
Given the following confusion matrix for a classification task with three classes (A, B, and C), which of the following statements is correct ?A. Precision $(B)=1.0$B. $\...
GO Classes
113
views
asked
Mar 24, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
evaluation-matrix
multiple-selects
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0
0 votes
0
0 answers
102
102 views
Go Classes | DA Course | Machine Learning
Suppose we train a binary classifier on some dataset. Suppose $y$ is the set of true labels, and $\hat{y}$ is the set of predicted labels.\begin{array}{|l|l|l|l|l|l|l|l|l...
GO Classes
102
views
asked
Mar 24, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
evaluation-matrix
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0
0 votes
0
0 answers
107
107 views
Go Classes | DA Course | Machine Learning
$\text {Construct the confusion matrix based on the following data? }$True Negatives (TN): 70False Positives (FP): 20False Negatives (FN): 5True Positives (TP): 5
GO Classes
107
views
asked
Mar 24, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
evaluation-matrix
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0
0 votes
0
0 answers
103
103 views
Go Classes | DA Course | Machine Learning
Given the following information about a classifier's performance on a dataset of 12 pictures ( 8 cats and 4 dogs), where cats belong to class 1 and dogs belong to class 0...
GO Classes
103
views
asked
Mar 24, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
evaluation-matrix
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0
0 votes
0
0 answers
94
94 views
Go Classes | DA Course | Machine Learning
Each of the following scenarios describes the result of some (made up) classifier: there is a list of the correct labels, and the corresponding predictions. For each of t...
GO Classes
94
views
asked
Mar 24, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
evaluation-matrix
+
–
0
0 votes
0
0 answers
104
104 views
Go Classes | DA Course | Machine Learning
Each of the following scenarios describes the result of some (made up) classifier: there is a list of the correct labels, and the corresponding predictions. For each of t...
GO Classes
104
views
asked
Mar 24, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
evaluation-matrix
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0
0 votes
1
1 answer
152
152 views
Go Classes | DA Course | Machine Learning
For a given classifier, suppose the first 10 predictions of our classifier and 10 true observations are as follows:$(I)$ What is the accuracy of our classifier on these 1...
GO Classes
152
views
asked
Mar 24, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
evaluation-matrix
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0
0 votes
1
1 answer
162
162 views
Go Classes | DA Course | Machine Learning
Consider the following ground truth of 10 test examples.Calculate the precision and recall of the Pneumonia class for all the given models.What is the recall for each mod...
GO Classes
162
views
asked
Mar 24, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
evaluation-matrix
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0
0 votes
0
0 answers
287
287 views
Go Classes | DA Course | Machine Learning
Consider a scenario where we use leave-one-out cross-validation (LOOCV) with Support Vector Machines (SVM) for binary classification. Given a dataset $\mathcal{D}=$ $\lef...
GO Classes
287
views
asked
Mar 21, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
cross-validation
support-vector-machine
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1
1 vote
2
2 answers
551
551 views
Go Classes | DA Course | Machine Learning
Given the 2D dataset, which of the following is true regarding the performance of 1-nearest neighbor (1-NN) and Support Vector Machines (SVM) in terms of leave-one-out cr...
GO Classes
551
views
asked
Mar 21, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
cross-validation
support-vector-machine
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0
0 votes
0
0 answers
179
179 views
Go Classes | DA Course | Machine Learning
Given the 2D dataset, which of the following is true regarding the performance of 1-nearest neighbor (1-NN) and Support Vector Machines (SVM) in terms of leave-one-out cr...
GO Classes
179
views
asked
Mar 21, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
cross-validation
k-nearest-neighbour
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0
0 votes
2
2 answers
238
238 views
Go Classes | DA Course | Machine Learning
$\text { Suppose you have this data set with one real-valued input and one real-valued output. }$I.What is the mean squared leave one out cross validation error of using ...
GO Classes
238
views
asked
Mar 21, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
cross-validation
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0
0 votes
1
1 answer
195
195 views
Go Classes | DA Course | Machine Learning
Mark all the statements that are true, about cross-validation.A.Increasing k in k -fold cross validation decreases the bias of the model.B.We use cross validation because...
GO Classes
195
views
asked
Mar 21, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
cross-validation
multiple-selects
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–
0
0 votes
0
0 answers
150
150 views
Go Classes | DA Course | Machine Learning
Consider the following dataset with one real-valued input $x$ and one binary output $y$. We are going to use $k$-NN with unweighted Euclidean distance to predict $y$ for ...
GO Classes
150
views
asked
Mar 21, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
cross-validation
k-nearest-neighbour
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–
1
1 vote
1
1 answer
211
211 views
Go Classes | DA Course | Machine Learning
Which of the following statement is correct $?$$(I)$ The test set is divided into $k$ folds. For each fold of the test set, we use the entire training set to train the mo...
GO Classes
211
views
asked
Mar 21, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
cross-validation
+
–
0
0 votes
1
1 answer
169
169 views
Go Classes | DA Course | Machine Learning
Suppose we have a training dataset of 90 points, and a test set of 30 points, and want to know which $\lambda$ value is best for a ridge regression model. Our candidate h...
GO Classes
169
views
asked
Mar 21, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
cross-validation
+
–
0
0 votes
0
0 answers
125
125 views
Go Classes | DA Course | Machine Learning
Suppose we have a training dataset of 90 points, and a test set of 30 points, and want to know which $\lambda$ value is best for a ridge regression model. Our candidate h...
GO Classes
125
views
asked
Mar 21, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
cross-validation
+
–
0
0 votes
1
1 answer
149
149 views
Go Classes | DA Course | Machine Learning
Suppose you are using a Majority Classifier on the following training set containing 10 examples where each example has one real-valued feature, $x$, and a binary class l...
GO Classes
149
views
asked
Mar 21, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
cross-validation
+
–
0
0 votes
0
0 answers
133
133 views
Go Classes | DA Course | Machine Learning
Suppose you are using a Majority Classifier on the following training set containing 10 examples where each example has one real-valued feature, $x$, and a binary class l...
GO Classes
133
views
asked
Mar 21, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
cross-validation
+
–
0
0 votes
0
0 answers
124
124 views
Go Classes | DA Course | Machine Learning
Under which of the following conditions is $\boldsymbol{k}$-fold cross-validation the same as leave-one-out cross-validation ?A. The training set and test set have the sa...
GO Classes
124
views
asked
Mar 21, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
cross-validation
+
–
0
0 votes
0
0 answers
122
122 views
Go Classes | DA Course | Machine Learning
.Suppose you have picked the parameter $\theta$ for a model using 10 -fold cross validation. The best way to pick a final model to use and estimate its error is to A .pic...
GO Classes
122
views
asked
Mar 21, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
cross-validation
+
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