Code Lab for Tweet Sentiment Analysis using LSTM : [ 51 ] Natural Language Processing(NLP)
#nlp #naturallanguageprocessing #machinelearning #ai #deeplearning #data #datascience
In this particular video we will discuss "Tweet Sentiment Analysis using LSTM" in NLP which is a crucial concept for the rest of the NLP lessons in this 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