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  1. Asked: March 31, 2024In: Education

    What is stemming in NLP?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 2:03 pm

    Stemming is the process of reducing words to their root or base form by removing affixes, such as prefixes or suffixes, to normalize variations of words.

    Stemming is the process of reducing words to their root or base form by removing affixes, such as prefixes or suffixes, to normalize variations of words.

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  2. Asked: March 31, 2024In: Education

    What is tokenization in NLP?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 2:02 pm

    Tokenization is the process of breaking down a sequence of text into smaller units, such as words, subwords, or characters, to facilitate further processing or analysis.

    Tokenization is the process of breaking down a sequence of text into smaller units, such as words, subwords, or characters, to facilitate further processing or analysis.

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  3. Asked: March 31, 2024In: Education

    What is autoencoder in deep learning?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 2:02 pm

    Autoencoder is a type of neural network architecture used for unsupervised learning of efficient data representations by training the network to reconstruct the input data from a compressed latent representation.

    Autoencoder is a type of neural network architecture used for unsupervised learning of efficient data representations by training the network to reconstruct the input data from a compressed latent representation.

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  4. Asked: March 31, 2024In: Education

    What is generative adversarial networks (GANs)?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 2:00 pm

    Generative adversarial networks are a type of deep learning model consisting of two neural networks, a generator and a discriminator, that are trained simultaneously in a competitive fashion to generate realistic synthetic data.

    Generative adversarial networks are a type of deep learning model consisting of two neural networks, a generator and a discriminator, that are trained simultaneously in a competitive fashion to generate realistic synthetic data.

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  5. Asked: March 31, 2024In: Education

    What is transfer learning in deep learning?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 1:59 pm

    Transfer learning is a machine learning technique where knowledge gained from training on one task or dataset is transferred and applied to a different but related task or dataset, often resulting in improved performance with less training data.

    Transfer learning is a machine learning technique where knowledge gained from training on one task or dataset is transferred and applied to a different but related task or dataset, often resulting in improved performance with less training data.

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  6. Asked: March 31, 2024In: Education

    What are long short-term memory (LSTM) networks?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 1:57 pm

    Long short-term memory networks are a type of recurrent neural network architecture specifically designed to address the vanishing gradient problem and capture long-term dependencies in sequential data.

    Long short-term memory networks are a type of recurrent neural network architecture specifically designed to address the vanishing gradient problem and capture long-term dependencies in sequential data.

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  7. Asked: March 31, 2024In: Education

    What are recurrent neural networks (RNNs)?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 1:56 pm

    Recurrent neural networks are a type of deep neural network designed for processing sequential data, where connections between nodes form directed cycles, allowing the network to maintain internal state and handle variable-length sequences.

    Recurrent neural networks are a type of deep neural network designed for processing sequential data, where connections between nodes form directed cycles, allowing the network to maintain internal state and handle variable-length sequences.

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  8. Asked: March 31, 2024In: Education

    What are convolutional neural networks (CNNs)?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 1:55 pm

    Convolutional neural networks are a type of deep neural network specifically designed for processing structured grid-like data, such as images, by applying convolutional filters to capture spatial patterns.

    Convolutional neural networks are a type of deep neural network specifically designed for processing structured grid-like data, such as images, by applying convolutional filters to capture spatial patterns.

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  9. Asked: March 31, 2024In: Education

    What is the Bellman equation in reinforcement learning?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 1:54 pm

    The Bellman equation is a recursive equation that expresses the value of a state or state-action pair in terms of the immediate reward and the value of the next state (or next state-action pair).

    The Bellman equation is a recursive equation that expresses the value of a state or state-action pair in terms of the immediate reward and the value of the next state (or next state-action pair).

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  10. Asked: March 31, 2024In: Education

    What is the Markov decision process (MDP) in reinforcement learning?

    Vijay Kumar
    Vijay Kumar Knowledge Contributor
    Added an answer on March 31, 2024 at 1:53 pm

    The Markov decision process is a mathematical framework used to model decision-making in environments where outcomes are stochastic and depend only on the current state and action.

    The Markov decision process is a mathematical framework used to model decision-making in environments where outcomes are stochastic and depend only on the current state and action.

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