Question
In artificial intelligence, what is the primary
advantage of using a convolutional neural network (CNN) over a traditional multi-layer perceptron (MLP) for image processing tasks?Solution
Convolutional Neural Networks (CNNs) excel at image processing because of their ability to automatically extract hierarchical features from input images. 1. Spatial Invariance: CNNs use convolutional layers to detect patterns like edges, textures, and shapes, irrespective of their location in the image. 2. Dimensionality Reduction: Pooling layers reduce data dimensionality, retaining essential features while decreasing computational complexity. 3. End-to-End Learning: CNNs integrate feature extraction and classification into a single architecture, removing the need for manual preprocessing. 4. Applications: From medical imaging to facial recognition, CNNs are the go-to solution for tasks involving visual data. Why Other Options Are Incorrect: • A) Reduced training time: CNNs can be computationally intensive due to complex architectures. • B) Ability to process sequential data: This is a strength of RNNs, not CNNs. • D) Greater accuracy in time-series prediction: Time-series data is better handled by RNNs or LSTMs. • E) Enhanced handling of non-linear data: While CNNs handle non-linear data, this is not unique to them.
The book “Karuna: The Power of Compassion” was authored by:
Which state launched doorstep healthcare facilities for elderly citizens under the Saat Nischay-3 programme?
What is the main benefit of the Geographical Indication (GI) tag for the Ajrakh craft from Kutch?
What is the theme for World Ozone Day in the year 2023?
The IRIGC-TEC meeting held during Denis Manturov’s visit to India was co-chaired by him along with which Indian minister?
Consider the following statement regarding “Sukanya Samiriddhi Yojana”;
I.It was launched by Prime Minister Narendra Modi on 22nd January 201...
Which of the following Asian countries is not a member of G 20 Organization?
What amount is provided to farmers under the Organic Compost Scheme per quintal?
What advanced technology is featured in the newly launched Fast Patrol Vessels by GSL?
India’s GDP growth rate in Calendar Year 2025 (CY25), as noted by Moody’s, was: