NLP-Model-Zoo

NLP Preprocessing

1. Tokenization, Case-folding, Stop-word Removal, Stemming, Lemmatization, Parts-of-Speech Tagging, Named Entity Recognition, Parsing Notebook-> NLP_preprocessing.ipynb

2. Bag of Words, Cosine Similarity, TF-IDF Notebook-> BOW_TF-IDF.ipynb

3. Word Vectors, Word2Vec, PCA, Google News Vectors, Sentiment Analysis on YELP (Keras) Notebook -> Word_vectors.ipynb

NLP From Scratch

1. Building a NLP classifier on the News20 dataset (Keras) Notebook->Neural_Network_Classifier.ipynb

2. Transformers for Scratch Building a charcter level GPT using Mini Shakespeare data Nootbook->gpt-dev-viz.ipynb

Text Summarization

1. Fine-tuning a Pegasus Model on SAMSum Dataset. Notebook->Text_Summarizer_Pegasus.ipynb

Topic Modelling

1. Topic Modelling using Latent Dirichlet Allocation (LDA) Notebook->topic_modelling_lda.ipynb

Colab Notebook->Topic Modelling using LDA

Upcoming

2. Llama 2

3. Langchain

4. RAG

5. MLflow project