C5_W2.pdf

Introduction to Word Embeddings

Word Representation

Featurized representation: Word Embedding

It allows to take the list of numbers and build n-dimensional vectors that, for example, gives us similarity between Apple and Orange

Visualizing Word Embeddings

Using Word Embeddings

Named Entity Recognition Example

Continuing with the entity recognition example

Transfer learning and word embeddings

Relationship to face encoding

Properties of Word Embeddings

One of the most fascinating properties of word embeddings is that they can also help with analogy reasoning