Update README.md

Author: sudharsan13296

07. Learning Text Representations/README.md

@@ -1,7 +1,7 @@
 
 # [Chapter 7. Learning Text Representations](#)
 
-* 7.1. Understanding Word2vec Model
+* [7.1. Understanding Word2vec Model](https://github.com/sudharsan13296/Hands-On-Deep-Learning-Algorithms-with-Python/blob/master/07.%20Learning%20Text%20Representations/7.01%20Understanding%20Word2vec%20Model.ipynb)
 * 7.2. Continuous Bag of words
 * 7.3. Math of CBOW
 * 7.3.1. Deriving Forward Propagation
@@ -14,11 +14,11 @@
 * 7.6.1. Hierarchical Softmax
 * 7.6.2. Negative sampling
 * 7.6.3. Subsampling frequent words
-* [ 7.7. Building word2vec model using Gensim](#)
-* [7.8. Visualizing word embeddings in TensorBoard](#)
+* [ 7.7. Building word2vec model using Gensim](https://github.com/sudharsan13296/Hands-On-Deep-Learning-Algorithms-with-Python/blob/master/07.%20Learning%20Text%20Representations/7.07%20Building%20word2vec%20model%20using%20Gensim.ipynb)
+* [7.8. Visualizing word embeddings in TensorBoard](https://github.com/sudharsan13296/Hands-On-Deep-Learning-Algorithms-with-Python/blob/master/07.%20Learning%20Text%20Representations/7.08%20Visualizing%20Word%20Embeddings%20in%20TensorBoard.ipynb)
 * 7.9. Converting documents to vectors using doc2vec
 * 7.9.1. PV-DM
 * 7.9.2. PV-DBOW
-* [7.10. Finding similar documents using Doc2vec](#)
+* [7.10. Finding similar documents using Doc2vec](https://github.com/sudharsan13296/Hands-On-Deep-Learning-Algorithms-with-Python/blob/master/07.%20Learning%20Text%20Representations/7.10%20Finding%20similar%20documents%20using%20Doc2Vec.ipynb)
 * 7.11. Understanding skip thoughts algorithm
-* 7.12 Quick thoughts for sentence embeddings
+* 7.12 Quick thoughts for sentence embeddings