All you need to know about Word2vec

Why is word embedding needed? Purpose is to create a representation for words that capture their meanings, semantic relationships and the different types of contexts they are used in. And all of these are implemented by using Word Embeddings or numerical representations of texts so that computers may handle them. What is word embedding ? In very simplistic terms, Word Embeddings are the texts converted into numbers and there may be different numerical representations of the same text. But before we dive into the details of Word Embeddings, the following question should be asked – Why do we need Word Embeddings?

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All you need to know about BOW

Feature Extraction from texts using Bag of words The bag of words model ignores grammar and order of words. ‘All my cats in a row’, ‘When my cat sits down, she looks like a Furby toy!’, Breaking down the given sentences into words and assigning them each a unique ID

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Visual recognition

I am really fascinated by the subject of this broad research topic. So, I decided to play around things and this post is a serially arranged attempts of mine into visual recognition. What inspired me ? Dr. Fei Fei Li with her TED talk

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Git utility commands

Ignore file/folder while commit For a File For a folder

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Striving better at Competitive programming

I stepped into competitve programming in my college. I started from SPOJ attempted Life, the Universe, and Everything and wola got compilation errror :laughing: Anyways, that was a learning curve and I continued with other platforms like Codechef and Codeforces along with SPOJ. Topcoder problems were tough then and now as well :wink: In the spirit of making myself a better developer, I am releasing all my submitted solutions of various problems on all platforms. The main reason behind putting all my codes at one place

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Linux utility commands

To monitor CPU Usage on any Linux distribution, use

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Play Vocals

For me, It rolled out very tough, when it comes to singing with or without karaoke. I tried a mix of both in these three beautiful songs. My first experience of singing with a recording? Out of key, out of time…Still, here are they.

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Basics of probability and stats

Data ? Data are pieces of information about individuals organized into variables. By an individual, we mean a particular person or object. By a variable, we mean a particular characteristic of the individual. Variables can be classified into one of two types: categorical or quantitative.

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