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Last Updated: May 29, 2026
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1. SQL is commonly used in data manipulation for:
Response:
A) Implementing machine learning algorithms
B) Extracting and querying data from databases
C) Generating complex neural network models
D) Visualizing data distributions
2. What is the purpose of the backpropagation algorithm in neural networks?
Response:
A) To generate the final predictions from the model
B) To update the model parameters based on the error gradient
C) To prevent overfitting in the model
D) To initialize weights and biases
3. Which techniques are commonly used to optimize neural networks during training?
(Choose two)
Response:
A) Softmax activation function
B) Stochastic Gradient Descent
C) Data augmentation
D) Adam optimizer
4. What is the primary purpose of clustering in unsupervised machine learning?
Response:
A) To predict future data points based on historical data
B) To reduce the dimensionality of the data
C) To improve the accuracy of supervised learning models
D) To group similar data points without predefined labels
5. What role does 'batch size' play in training neural networks?
Response:
A) It adjusts the learning rate of the model
B) It determines the maximum number of features used in the model
C) It sets the total number of training iterations
D) It specifies the number of training examples used in one iteration
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: B,D | Question # 4 Answer: D | Question # 5 Answer: D |
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