Table
| Project | Coverage |
|---|---|
| NLP - Session 1 - Introduction and Spam Text Message Classification | RandomForestClassifier, Pipeline, TfidfVectorizer, Word2Vec, GridSearchCV, LGBMclassifier |
| NLP - Session 2 - Working with Text files | Open, Read, Seek, ReadLine, ReadLines, Close, Strip, Enumerate, File Writing |
| NLP - Session 3 - Text Extraction From PDF File | PyPDF2, PdfFileWriter |
| NLP - Session 4 - SpaCy Introduction for NLP - Linguistic Features Extraction | Spacy, Tokenization, Lemmatization, POS Tagging, StopWords, NER, SentenceSegmentation |
| NLP - Session 5 - SpaCy Introduction for NLP - REGEX Based Text Extraction and Matching | Spacy, RegularExpression |
| NLP - Session 6 - SpaCy Introduction for NLP - Linguistic Annotaion - Emoji, Phone, Email, HashTag Extraction and Matching | Spacy, Linguistic Annotations, Hashtag, Phrase Matching, Rule Based NER |
| NLP - Session 7 - Combining NLP Models and Creation of Custom rules using SpaCy | Spacy, NER, POS |
| NLP - Session 8 - Processing Pipeline in SpaCy | Spacy, Pipelines |
| NLP - Session 9 - SpaCy - Amazon and IMDB Review Sentiment Classification | Spacy, Pipelines, Stop Words, Lemmatization, POS, Entity Detection, Text Classification, Tokenization, TFIDF |
| NLP - Session 10 - NLTK - Real Time Voice Sentiment Analysis | NLTK, Speech Recognition |
| NLP - Session 11 - Real Time Twitter Sentiment Analysis | Tweepy |
| NLP - Session 12 - Keras - LSTM - Automatic Text Generation | LSTM, Keras |
| NLP - Session 13 - Text Summarization | Stop Words, Spacy, Punctuation |
| NLP - Session 14 - E2E - Complete Text Processing | Stop Words, Spacy, HashTags, Complete Text Processing |
| NLP - Session 15 - Keras - Word Embedding | Tokenizer, Keras |
| NLP - Session 16 - Keras - Glove Vectors Embedding | GloVe Vectors, Keras |
| NLP - Session 17 - CV and Resume Summarization | Spacy, Text Summarization |
| NLP - Session 18 - Building Text Cleanup and PreProcessing Pipeline | Removing HTML Tags, Accented Characters, Contractions, Punctuation, Stemming, Lemmatization, Stopwords |
| NLP - Session 19 - Word2Vec IMDB Sentiment Analysis | Word2Vec |
| NLP - Session 20 - Bi Directional LSTM IMDB Sentiment Analysis | Stopwords, Tokenizer, LSTM |
| NLP - Session 21 - LSTM Disaster Tweet Classifier | Stopwords, Tokenizer, LSTM |
| NLP - Session 22 - TFDistilBert-N-Grams Disaster Tweet Classifier | SpellChecker, Emoji, Stop Words, WordNetLemmatizer, NGrams, TFDistilBertModel |