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2nd Year Computer 2nd Quarter Book Paper2nd Year · Computer · Punjab (PTB)
Q1. Multiple choice questions (Attempt all · 12 × 1 = 12)
Where does sqlite3 store its database data on the system?
What are breakpoints and watches used for in software development?
On what are predictions in predictive modeling based?
When does a function linked to an event run?
What are breakpoints defined as in IDEs like PyCharm or VS Code?
Predicting a student's final grade using past marks, attendance, and study hours is an example of what?
GUIs improve usability primarily by providing:
Which step-by-step debugging action allows you to go inside a function to see how it is working?
What is defined as the number of correctly predicted negative instances?
What elements characterize a clean interface?
What feeds directly into the Tuning stage?
A commonly used tool for machine learning and data analysis is:
Q2. Short questions (Attempt any 8 of 12 · 8 × 2 = 16)
What are two primary benefits of performing unit testing?
What happens if connection.commit() is omitted after a delete operation?
What is the impact of data-driven decisions on business operations and performance?
What are three optimization techniques used to fix performance bottlenecks?
How user input is processed using widgets and connected functions?
How do navigation apps and smart home devices assist users using machine learning?
What is a performance bottleneck in programming?
What is meant by an attribute?
What is unlabeled data?
What is testing?
Summarize the key advantages of database.
Why is Excel recommended for beginners in data analysis?
Q3. Long questions (Attempt any 3 of 4 · 3 × 4 = 12)
Discuss predictive modeling and causality, and explain the importance of model interpretation in real-world use cases.
Discuss in detail the importance of testing and debugging techniques in software development, highlighting how they improve performance, user confidence, and future maintenance.
Write a program to create Simple Login Form in tkinter.
Discuss the various data sources and collection methods, detailing the distinction between manual and automatic data collection as well as real-time versus stored data gathering.