The Crypt

(Acquired by Private Buyer)

The Crypt was a Tech & Finance Newsletter which used AI to summarize news articles for our subscribers. The Crypt was, in a way, the first version of what The Techonomics would become.

In a lot of ways, The Crypt is similar to The Techonomics… So I won't go too much into it. However, This project was built entirely with Python. which allowed me to work with a multitude of different NLP (Natural Language Processing) algorithms.

NLP Algorithms Used

 

Big shoutout to SUMY; a wonderful library which hosts all of these algorithms.

There has been a lot of progress within the NLP space and these algorithms do relatively well when you realize how difficult of a task this is. However, from my experience, you can not use each of these algorithms independently without some editing or filter process.

I ended up just utilizing all of the algorithms, then after reading each summary, I will choose which version was the best.

  • Luhn's Heuristic Method - Source

  • Edmunson's Method in Automatic Extracting - Source

  •  Latent Semantic Analysis - Source

  • - LexRank - Source

  • - TextRank - Source

  • - Sum Basic - Source

  • - KL Divergence - Source

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