NLTK, Bags-of-word model,
WordToVec,Skip Gram model,
Basics of pytorch
4 Projects
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- Introduction to NLP
- Text-Cleaning and preprocessing
>Regular Expression
>NLTK
>Stopwords
>Stemming
>Lemmitization
- Mini Project
- Bags-Of-Words Model
- Model Training
>Splitting the datasets
>Naive Bayes
>Logistics Regression
- Project
1(Sentiment Analysis)
- Bonus(BERT)
- Word Embeddings
>Embedding Weight Matrix
>Lookup Tables
- Subsampling
- Validation
-
Mini Project
- Introduction to pytorch
- SkipGram model
- TSNE
- Project 2(Finding Similar words in the Text)
- Bonus(Attention)