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    • Natural Language Processing and Text Mining with Python for Absolute Beginners Only

    NLP and Text mining with python(for absolute beginners only)

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    Udemy

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    Mode

    Online

    Fees

    ₹ 499 1499

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based

    Course and certificate fees

    Fees information
    ₹ 499  ₹1,499
    certificate availability

    Yes

    certificate providing authority

    Udemy

    The syllabus

    Introduction to NLP and Text Mining

    • Introduction to Text Mining
    • Need for Preparation Before Text Mining
    • Getting Ready for Data Preparation
    • Reading Text Data as Corpus
    • Text Data Cleaning Stages
    • Tokenizing
    • Stop Words
    • Stemming and Lemmatizing
    • Final Cleaning using Regular Expressions
    • LAB_Data Cleaning Case Study on News Data
    • Document Term Matrix
    • LAB_ Document Term Matrix
    • NLP and Text Mining Basics Conclusion

    Sentiment Analysis

    • Introduction to Sentiment Analysis
    • Sentiment Analysis Algorithms
    • LAB Case Study_ Importing Movies Review Data
    • LAB Case Study Creating DTM
    • LAB Case Study Refining DTM
    • Understanding Bayes Theorem P1
    • Understanding Bayes Theorem P2
    • Bayes Theorem to Naive Bayes Model
    • LAB Building and Validating Sentiment Analysis Model
    • Sentiment Analysis Conclusion

    Document Categorization

    • Introduction to Document Categorisation
    • Document categorisation using Naive Bays model
    • LAB Importing data and Preprocessing
    • LAB Preparing NLTK Friendly Feature Set
    • LAB Model Building and Exploring Results
    • LAB Multiple Document Categorisation
    • SVM Model for Text Classification
    • Understanding SVM Hyper Parameters to improve model
    • LAB Tuning SVM Hyper Parameters to Improve Model
    • Document Categorisation Conclusion

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