Question

Identify the type of neural network used for extracting features from images and handling spatial data effectively.

• A. Recurrent Neural Network
• B. Feed Forward Neural Network
• C. Standard Neural Network
• D. Convolutional Neural Network

Hint:

CNN = Images + Pattern recognition. Yeh computer vision ka core model hai.

Answer 1

The Correct Option is D

Step 1: Understanding the problem.
Question me image processing aur spatial data ki baat ho rahi hai. Humein aisa neural network identify karna hai jo images se features extract kar sake.

Step 2: Concept of CNN.
Convolutional Neural Network (CNN) specially design kiya gaya hai image processing ke liye. Yeh filters aur convolution operations use karke image ke features (edges, shapes, patterns) detect karta hai.

Step 3: Analysis of options.
• (A) RNN: Sequential data ke liye use hota hai (text, time series).
• (B) Feed Forward: General purpose network hai, image-specific nahi.
• (C) Standard NN: Generic term hai, specific nahi.
• (D) CNN: Correct. Image aur spatial data ke liye best suited hai.

Step 4: Conclusion.
Isliye image processing ke liye CNN use hota hai.
Final Answer: Convolutional Neural Network.