Question
Machine Learning Which Machine Learning model is best
suited for predicting stock market trends based on sequential time-series data?Solution
Recurrent Neural Networks (RNNs) are a specialized form of neural networks designed to handle sequential data and time dependencies. They are ideal for time-series data, such as stock market trends, where the order of input data is crucial. RNNs utilize feedback loops in their architecture, allowing information from previous time steps to influence the current output. Advanced RNN variants, such as Long Short-Term Memory (LSTM) networks, effectively address issues like vanishing gradients, ensuring long-term dependencies in data are captured. This makes RNNs a cornerstone of financial forecasting, speech recognition, and natural language processing tasks. Why Other Options Are Incorrect:Â Â Â Â Â Â
- A) Logistic Regression is a binary classification algorithm and does not handle sequential dependencies.
- B) CNNs are excellent for image processing but are not inherently designed for temporal or sequential data.
- D) KNN is a simple distance-based algorithm that lacks the capacity to model temporal dependencies effectively.
- E) SVM is a powerful classification and regression tool but does not have native support for sequential time-series modeling.
Where should a suit be filed according to the provisions of CPC?
Which chapter of Indian Evidence Act deals with “Witnesses”?
Can anyone use “Limited” or “Private Limited” word as per wish? If no what is the penalty for improper use of “Limited” or “Private Limite...
In the case of Supreme Court Advocates on-Record Association and another Vs Union of India which of the following amendment to the constitutio...
As expressly mentioned in the definition of evidence under S.3 of the Indian Evidence Act, 1872, evidence means and includes-
A Public Company is a company which has a minimum paid-up share capital ____________
What are the various conditions on the basis of which a retiring auditor may be re-appointed at an annual general meeting as per the Companies Act?
According to the Companies Act tin case of a Producer Company the alteration of the provisions of memorandum relating to the change of the place of its...
What is the punishment for unlawful assembly as per the IPC?
If at the adjourned meeting also, a quorum is not present within half-an-hour from the time appointed for holding meeting ____________________