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README.md

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 - Phrase2Vec - Embeddings for phrases [ [article](http://kavita-ganesan.com/how-to-generate-phrase-embeddings-using-word2vec-in-3-easy-steps/) ] [ [Phrase Extraction](https://github.com/kavgan/phrase-at-scale) ] 
 - [Word2Vec - Full Working Example](word2vec/) [ [article](http://kavita-ganesan.com/gensim-word2vec-tutorial-starter-code/) ]
 - [Reading files and word count with Spark](spark_wordcount/) [ [article](http://kavita-ganesan.com/reading-csv-and-json-files-in-spark/) ]
-- [Extracting Keywords with TF-IDF and SKLearn](https://github.com/kavgan/data-science-tutorials/tree/master/tf-idf) [ [article]() ]
+- [Extracting Keywords with TF-IDF and SKLearn](tf-idf) [ [article]() ]
 
 # Contact 
 This repository is maintained by [Kavita Ganesan](http://www.kavita-ganesan.com/about-me). Please contact me directly if you have questions.