Natural Language Processing(NLP) 1 : Overview скачать в хорошем качестве

Natural Language Processing(NLP) 1 : Overview

This is a short Introduction to this NLP course. PLAYLIST :    • Natural Language Processing (NLP) [ Full C...   In this Course, you will learn the very essential concepts in Natural Language processing. This is a Beginner to Advanced course that teaches you everything from the scratch till advanced mastery. Full of important concepts and practical demonstration of concepts as well as practical hands-on code notebooks for you to practice. Lecture resources: 1. https://www.canva.com/design/DAFBEc7e... 2 FSDS_NLP Basics.ipynb : https://colab.research.google.com/dri... 3. NLP Basics 1 : https://colab.research.google.com/dri... 4. NLP+basics2.ipynb : https://colab.research.google.com/dri... 5. FSDS_Text Normalization with Stemming and Lemmatization : https://colab.research.google.com/dri... 6. FSDS_Part_of_Speech_Tagging(PoS).ipynb : https://colab.research.google.com/dri... 7. FSDS_Bag of Words (BoW) : https://colab.research.google.com/dri... 8. FSDS_Word2vec : https://colab.research.google.com/dri... 9. monthly_milk_production.csv : https://drive.google.com/file/d/1ddmO... 10. FSDS_LSTM_1.ipynb : https://colab.research.google.com/dri... 11. FSDS_NLP_Tweet_Sentiment_Analyzer(RNN & LSTM).ipynb : https://colab.research.google.com/dri... 12. TweetSentiment_60.xlsx : https://docs.google.com/spreadsheets/... 13. glove : https://www.kaggle.com/datasets/danie... 14. FSDS_LSTM_seq2seq : https://colab.research.google.com/dri... 15. Sentiment : https://drive.google.com/drive/folder... 16. FSDS_Named-Entity-Recognition(NER).ipynb : https://colab.research.google.com/dri... 17. AI resume analyzer : https://drive.google.com/drive/folder... Lessons In This tutorial: What is NLP? Applications of NLP The Must-Know NLP Terminologies Word Tokens and Tokenizations Corpus Sentence and Document Vocabulary Stopwords Tokenization with NLTK , SpaCy and Gensim Removing Stopwords with NLP Libraries Text Normalization Stemming and Lemmatization LAB SESSION: Stemming and Lemmatization Understanding POS Tagging LAB SESSION: Part of Speech Tagging Chunking Advanced Text Preprocessing Frequency of Words | Bi-Gram | N-Grams More on Stemming and Lemmatization Bag of Words (BoW) TF-IDF Language Modeling Learn more at https://datamentor.ai