C
Unsupervised Learning
Reinforcement Learning
Supervised Learning
Deep Learning
Which type of learning involves labeled data?
B
To evaluate the accuracy of a model
To measure the error in prediction
To train the model
To optimize the algorithm
What is the purpose of a loss function?
C
When a model performs poorly on the training data
When a model generalizes well to unseen data
When a model performs well on training data but poorly on new data
When the model does not learn from the training data
What is overfitting in machine learning?
C
Linear Regression
K-Means
Decision Tree
Principal Component Analysis
Which algorithm is used for classification tasks?
<|start_header_id|>system<|end_header_id|>Generate 4 MCQs on machine learning<|eot_id|><|start_header_id|>user<|end_header_id|> This is the question: MCQ Machine Learning <|eot_id|><|start_header_id|>assistant<|end_header_id|>[{'correct_answer': 'C', 'options': {'A': 'Unsupervised Learning', 'B': 'Reinforcement Learning', 'C': 'Supervised Learning', 'D': 'Deep Learning'}, 'question_text': 'Which type of learning involves labeled data?'}
 {'correct_answer': 'B', 'options': {'A': 'To evaluate the accuracy of a model', 'B': 'To measure the error in prediction', 'C': 'To train the model', 'D': 'To optimize the algorithm'}, 'question_text': 'What is the purpose of a loss function?'}
 {'correct_answer': 'C', 'options': {'A': 'When a model performs poorly on the training data', 'B': 'When a model generalizes well to unseen data', 'C': 'When a model performs well on training data but poorly on new data', 'D': 'When the model does not learn from the training data'}, 'question_text': 'What is overfitting in machine learning?'}
 {'correct_answer': 'C', 'options': {'A': 'Linear Regression', 'B': 'K-Means', 'C': 'Decision Tree', 'D': 'Principal Component Analysis'}, 'question_text': 'Which algorithm is used for classification tasks?'}]<|eot_id|>