Word2Vec / Glove / Fasttext – How to implement and use them

In this post we will understand basic concepts of word2vec and see how to implement and use it.

Visualize Data – PCA vs t-sin vs TSVD

When we are working with ML, we are most of the time working with vectors in higher dimensions. This makes it very difficult to actually visualize and view data. Above are few of the methods which we can use to visualize data.

TF IDF – Word Embedding

Bag of Words – Count Vectorizer

In this blog post we will understand bag of words model and see its implementation in detail as well

NLP – Word Embedding

Word embedding is a very important concept in NLP. Its very important to understand what is it and what it is used for.

NLP – Basics – Getting Started

NLP

NLP is a branch of machine learning which mainly deals with text language and making it able for a system to understand human language.

We look into libraries like spacy, nltk and scikit-learn and implement some basic things used with NLP.

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