Advanced Text Preprocessing : [ 20 ] Natural Language Processing(NLP)

#nlp #naturallanguageprocessing #machinelearning #ai #deeplearning #data #datascience
In this particular video we will discuss "Advanced Text Preprocessing" in NLP which is a crucial concept for the rest of the NLP lessons in this course.

PLAYLIST : https://www.youtube.com/playlist?list=PLZLuc8eJafeGhxG6I-1mTSItwAzlhgGV0
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/DAFBEc7enkY/kLFJJdHk7qCJqbkibvaCVQ/view#12
2 FSDS_NLP Basics.ipynb : https://colab.research.google.com/drive/1dK-ze9WWfuAnOSPx9gJ2UqjzknZ-yqVN?usp=sharing
3. NLP Basics 1 : https://colab.research.google.com/drive/1X4ykUF2u0eG8YVfXten1YMC6mfU29Nva?usp=sharing
4. NLP+basics2.ipynb : https://colab.research.google.com/drive/19AEOB46U4sFAueRsrvtN9W36V83sj7Hq?usp=sharing
5. FSDS_Text Normalization with Stemming and Lemmatization : https://colab.research.google.com/drive/1Vl0PxPYJEpVRVMCbkuHASgGvuo57plvr?usp=sharing
6. FSDS_Part_of_Speech_Tagging(PoS).ipynb : https://colab.research.google.com/drive/1M6KLM1RPXIn4r1kyIjND0_Ndd3IYh2cZ?usp=sharing
7. FSDS_Bag of Words (BoW) : https://colab.research.google.com/drive/1altTrcax6yXcyZIsrPbNXE9OqdqoEftd?usp=sharing
8. FSDS_Word2vec : https://colab.research.google.com/drive/1smV9pIITzyL-Jy4w8oc5G9cAusmozki-?usp=sharing
9. monthly_milk_production.csv : https://drive.google.com/file/d/1ddmO-V3BKLYRrDd8KTZLfRONDL72xVvF/view?usp=sharing
10. FSDS_LSTM_1.ipynb : https://colab.research.google.com/drive/1RU9Pql8BdcS9XeLKN1jziYIErRYWTo1R?usp=sharing
11. FSDS_NLP_Tweet_Sentiment_Analyzer(RNN & LSTM).ipynb : https://colab.research.google.com/drive/17re2iPAJYY8AKwuSpRwlxyDAOwUJuYm2?usp=sharing
12. TweetSentiment_60.xlsx : https://docs.google.com/spreadsheets/d/1FkFIk2f9vVefFURb9Xhr0-86ouhWgi8c/edit?usp=sharing&ouid=105726043445349727026&rtpof=true&sd=true
13. glove : https://www.kaggle.com/datasets/danielwillgeorge/glove6b100dtxt
14. FSDS_LSTM_seq2seq : https://colab.research.google.com/drive/1XuieXLHdHtic8LXck9Ogl3mOvxSy5dUU?usp=sharing
15. Sentiment : https://drive.google.com/drive/folders/1Iim6oCoYQjN3KIW_uiOMoAFmQ1-DWw_k?usp=sharing
16. FSDS_Named-Entity-Recognition(NER).ipynb : https://colab.research.google.com/drive/1rFldRJ_08SmeKx4yeXOwqkfLZnTh1IW5?usp=sharing
17. AI resume analyzer : https://drive.google.com/drive/folders/1wlVIOM5vX5vYi69D5Btrgaw6KyDiFOzR?usp=sharing



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