Category solved model papers

Explain the LSTM working principle along with equations Answer:- Working Principle of LSTM The Long Short-Term Memory (LSTM) network is designed to learn long-term dependencies in sequential data by overcoming…

Discuss bidirectional RNNs Answer:- Bidirectional Recurrent Neural Networks (BiRNNs)

Explain how the recurrent neural network (RNN) processes data sequences Answer:- Recurrent Neural Network (RNN) Data sequences :- This graph visually demonstrates the recurrent structure and flow of data within…

Write a note on support vector machines and PCA Answer:- Support Vector Machines (SVMs): Support Vector Machines are supervised learning algorithms primarily used for classification and regression tasks. SVMs work…

Explain in detail about the supervised learning approach by taking a suitable example Answer:- Supervised learning algorithms learn to map input data (x) to an output (y) using labeled examples…

Define machine learning. Explain different types of ML algorithms Answer:- Machine Learning (ML) is a branch of artificial intelligence that focuses on developing algorithms and models that enable computers to…

21CS743 – Deep Learning Model Question Paper-1 with answers Module-1 1.A] Explain the historical trends in deep learning. – 10 Marks 1.B] Define machine learning. Explain different types of ML…

Explain the historical trends in deep learning Answer:- Evolution Through Waves and Names: Growth in Dataset Sizes: Increase in Model Size: Improved Accuracy and Applications: