L
    LLM
    22 terms

    @Vikram Basu

    Description

    Generated from uploaded pdf

    What is the importance of data exploration and visualization in text mining?

    Flash Card
    Challenge

    What are the key components of model building in NLP?

    Flash Card
    Challenge

    What types of machine learning classifiers are commonly used in text mining?

    Flash Card
    Challenge

    How do sequence models differ from traditional classifiers in NLP?

    Flash Card
    Challenge

    What metrics are used to evaluate the performance of NLP models?

    Flash Card
    Challenge

    Why is preprocessing crucial in text mining?

    Flash Card
    Challenge

    What are some common steps involved in text preprocessing?

    Flash Card
    Challenge

    What is the role of stopwords in text processing?

    Flash Card
    Challenge

    How do word embeddings represent meaning in text?

    Flash Card
    Challenge

    What is the goal of using dense embedding vectors in NLP?

    Flash Card
    Challenge

    What are the differences between word embeddings and sentence embeddings?

    Flash Card
    Challenge

    What is the significance of normalization in text preprocessing?

    Flash Card
    Challenge

    How does tokenization facilitate text analysis?

    Flash Card
    Challenge

    What challenges might arise during the preprocessing of textual data?

    Flash Card
    Challenge

    Why is feature selection important in model building?

    Flash Card
    Challenge

    What is the purpose of generative models in NLP?

    Flash Card
    Challenge

    How do evaluation methods differ for generative models compared to traditional classifiers?

    Flash Card
    Challenge

    What is the relationship between text mining and natural language processing?

    Flash Card
    Challenge

    What are the implications of using advanced models like LSTMs in NLP?

    Flash Card
    Challenge

    How can data visualization enhance the understanding of text data?

    Flash Card
    Challenge

    What are the ethical considerations in text mining and NLP?

    Flash Card
    Challenge

    What is the significance of using a diverse set of models in NLP tasks?

    Flash Card
    Challenge