Similarity Analysis: $(3$ Marks$)$

Use the vectorized representation from previous step and implement a method to identify and print the names of top two similar words that exhibit significant similarity. Justify your choice of similarity metric and feature design. Visualize a subset of vector embedding in $2$D semantic space suitable for this use case. HINT: $($Use PCA for Dimensionality reduction$)$