1: Explain the significance of the ROC curve in classifier evaluation.
2: What is the concept of overfitting in machine learning, and how can it be mitigated?
3: Describe the significance of hyperparameter tuning in machine learning.
4: How do you implement a recommender system using collaborative filtering?
5: Explain the role of a convolutional neural network (CNN) in image processing.
6: What is the significance of dropout in neural network training?
7: Describe the process of gradient descent with momentum.
8: Explain how to use a recurrent neural network for time series forecasting.
9: What are the characteristics of an LSTM (Long Short-Term Memory) network?
10: Discuss the use of ensemble methods in improving model accuracy.
C is a general-purpose programming language that is widely used for system programming and application development.
C++ is a high-level programming language that supports object-oriented, procedural, and generic programming paradigms.
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A linked list is a linear data structure where each element is a separate object, and elements are linked using pointers.
A stack is a linear data structure that follows the Last In First Out (LIFO) principle, where elements are added and removed from the top.
Strings are sequences of characters used to store and manipulate text in programming, offering various operations for data handling.
Computer Networking refers to the practice of connecting computers and devices to share resources and information.
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Theory of Computation deals with understanding the capabilities and limitations of computers in solving problems.
HTML (HyperText Markup Language) is the standard markup language for documents designed to be displayed in a web browser.
The Internet of Things (IoT) is a network of interconnected devices that communicate and exchange data with one another.