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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Sources | 30-36% | - Exploring and modifying data - Importing and preparing data - Dimensionality reduction and feature engineering |
| Topic 2: Building Models | 40-46% | - Model comparison and selection - Supervised model creation (decision trees, ensembles, SVM, neural networks) |
| Topic 3: Model Assessment and Deployment | 24-30% | - Deploying models into production - Assessing model performance (metrics, ROC curves, confusion matrices) |
1. In the context of data integration, what does "data transformation" refer to?
A) Backing up data for disaster recovery
B) Storing data in a centralized repository
C) Extracting data from source systems
D) Converting and reshaping data to match the target schema
2. Which algorithm is commonly used for decision-making tasks in classification models?
A) Decision Trees
B) Linear Regression
C) Principal Component Analysis (PCA)
D) K-Means
3. Which of the following is an example of a NoSQL database that is commonly used to store unstructured data?
A) Microsoft SQL Server
B) MongoDB
C) MySQL
D) Oracle Database
4. When deploying a machine learning model, what is meant by "model latency"?
A) The time it takes to create synthetic data
B) The time it takes to build a model
C) The time it takes to train a model
D) The time it takes for the model to make predictions once deployed
5. What is the primary objective of model validation during the model assessment phase?
A) To assess the accuracy of the model
B) To ensure the model generalizes well to new, unseen data
C) To create synthetic data
D) To build a model from scratch
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: D | Question # 5 Answer: B |
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