Update README.md

README.md

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 # DeepLearn
 
-Welcome to DeepLearn. This repository contains implementation of following research papers on NLP, CV, ML, and deep learning. Visit my blog for more details - [Deeplearn](http://deeplearn-ai.com/deeplearn/)
+Welcome to DeepLearn. This repository contains implementation of following research papers on NLP, CV, ML, and deep learning. 
+<!--- 
+Visit my blog for more details - [Deeplearn](http://deeplearn-ai.com/deeplearn/)
+-->
 
 ```diff
 - Latest Update : Added _deeplearn_utils modules. Check the releases for description of new features.
 ```
 
-[1] [*Correlation Neural Networks*](http://arxiv.org/pdf/1504.07225.pdf). CV, transfer learning, representation learning.  [blog-post](http://deeplearn-ai.com/2017/05/24/common-representation-learning-using-deep-corrnet/) || [code](https://github.com/GauravBh1010tt/DeepLearn/tree/master/CorrNet)
+[1] [*Correlation Neural Networks*](http://arxiv.org/pdf/1504.07225.pdf). CV, transfer learning, representation learning.  [code](https://github.com/GauravBh1010tt/DeepLearn/tree/master/CorrNet)
 
-[2] [*Reasoning With Neural Tensor Networks for Knowledge Base Completion*](http://nlp.stanford.edu/pubs/SocherChenManningNg_NIPS2013.pdf). NLP, ML. [blog-post](http://deeplearn-ai.com/2017/11/21/neural-tensor-network-exploring-relations-among-text-entities/) || [code](http://github.com/GauravBh1010tt/DeepLearn/tree/master/neural%20tensor%20network)
+[2] [*Reasoning With Neural Tensor Networks for Knowledge Base Completion*](http://nlp.stanford.edu/pubs/SocherChenManningNg_NIPS2013.pdf). NLP, ML. [code](http://github.com/GauravBh1010tt/DeepLearn/tree/master/neural%20tensor%20network)
 
 [3] [*Common Representation Learning Using Step-based Correlation Multi-Modal CNN*](http://arxiv.org/abs/1711.00003). CV, transfer learning, representation learning. [code](https://github.com/GauravBh1010tt/DeepLearn/tree/master/corrMCNN)
 
@@ -32,7 +35,7 @@ Welcome to DeepLearn. This repository contains implementation of following resea
 
 [13] [External features for community question answering](http://maroo.cs.umass.edu/getpdf.php?id=1281). NLP, deep learning, CQA. [code](http://github.com/GauravBh1010tt/DeepLearn/tree/master/WikiQA_CNN%2BFeat)
 
-[14] [*Language Identification and Disambiguation in Indian Mixed-Script*](http://link.springer.com/chapter/10.1007%2F978-3-319-28034-9_14). NLP, IR, ML. [blog-post](http://deeplearn.school.blog/2016/12/17/auto-correction-for-transliterated-queries/) || [code](http://github.com/GauravBh1010tt/Auto-correction-for-transliterated-queries)
+[14] [*Language Identification and Disambiguation in Indian Mixed-Script*](http://link.springer.com/chapter/10.1007%2F978-3-319-28034-9_14). NLP, IR, ML. [code](http://github.com/GauravBh1010tt/Auto-correction-for-transliterated-queries)
 
 [15] [*Construction of a Semi-Automated model for FAQ Retrieval via Short Message Service*](http://dl.acm.org/citation.cfm?doid=2838706.2838717). NLP, IR, ML. [code](http://github.com/GauravBh1010tt/Auto-correction-for-transliterated-queries/tree/master/bi-gram%20markov%20model)