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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:
Which film won the Best Popular Film Providing Wholesome Entertainment at the 70th National Film Awards?
Which ocean contains the Java Trench, the deepest point in its basin?
Which state is the host of Khelo India Youth Games 2025?
World Hunger Day is designated on which date to focus on global efforts to end hunger?
केन्द्रीय मन्त्रिपरिषद् किसके प्रति उत्तरदायी होती है ?
GIS stands for
Which of the following statements about black soil is correct ?
Identify the dance form associated with Arunachal Pradesh.
1857 के स्वतंत्रता संग्राम का राजपूताना में आरंभ कहाँ से हुआ...
Which organization publishes the Global Terrorism Index (GTI) annually?