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| Section | Weight | Objectives |
|---|---|---|
| Model Assessment and Deployment | 24-30% | - Assessing model performance (metrics, ROC curves, confusion matrices) - Deploying models into production |
| Building Models | 40-46% | - Model comparison and selection - Supervised model creation (decision trees, ensembles, SVM, neural networks) |
| Data Sources | 30-36% | - Importing and preparing data - Dimensionality reduction and feature engineering - Exploring and modifying data |
Question 1
What is the primary function of a data catalog in managing data sources?
A. Data storage
B. Data visualization
C. Data analysis
D. Data documentation and discovery
Question 2
What does the term "bias" in machine learning refer to?
A. Systematic errors that cause a model to consistently underpredict or overpredict
B. The simplicity of a model
C. A model's inability to generalize to new data
D. The overall accuracy of a model
Question 3
When building a deep learning neural network, what is the purpose of the activation function in each neuron?
A. To introduce non-linearity
B. To define the learning rate
C. To initialize the model
D. To control the number of hidden layers
Question 4
Which of the following best describes unstructured data?
A. Data stored in a relational database
B. Data that is difficult to process and lacks a predefined structure
C. Data that is organized in rows and columns
D. Data with a clear schema
Question 5
What is the purpose of cross-entropy loss in machine learning, especially in the context of classification?
A. To measure the dissimilarity between predicted and actual class probabilities
B. To quantify the variance of a model
C. To calculate the mean squared error of a regression model
D. To evaluate feature importance
Solutions:
| Question 1 Answer: D | Question 2 Answer: A | Question 3 Answer: A | Question 4 Answer: B | Question 5 Answer: A |
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