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Python Institute PCAD-31-02 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: SQL and Data Management
Topic 2: Data Acquisition and Pre-Processing	29.2%
Topic 3: Exploratory Data Analysis
Topic 4: Data Visualization and Communication
Topic 5: Statistical Methods and Modeling

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PCAD-31-02 Training For Exam - PCAD-31-02 New Exam Braindumps

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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions (Q30-Q35):

NEW QUESTION # 30
Which storage system is best suited for storing and retrieving large volumes of unstructured data, such as images or logs?

A. Object storage systems
B. Relational databases
C. Data cubes
D. In-memory databases

Answer: A

NEW QUESTION # 31
Which two benefits are most closely associated with using object-oriented programming (OOP) in data analysis pipelines?
(Choose two)

A. Encourages code reuse through inheritance and modularity
B. Supports clearer abstraction by modeling real-world entities
C. Enables procedural programming only through decorators
D. Allows the use of lambda for procedural logic

Answer: A,B

NEW QUESTION # 32
Which of the following statistical measures are considered measures of central tendency?
(Choose two)

A. Variance
B. Mean
C. Mode
D. Interquartile range

Answer: B,C

NEW QUESTION # 33
Which characteristics are typically associated with supervised learning algorithms?
(Choose two)

A. They automatically detect outliers
B. They are useful for regression and classification tasks
C. They require labeled training data
D. They work only with numerical features

Answer: B,C

NEW QUESTION # 34
What is a key assumption of linear regression that distinguishes it from logistic regression?

A. Output values must be binary
B. Predictors must be independent
C. The target variable is unordered categorical
D. The relationship between predictors and the outcome is linear

Answer: D

NEW QUESTION # 35
......

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