Merge pull request #27 from jxtrbtk/patch-1

Update README.md - fixed broken link

Author: manujosephv

README.md

@@ -70,7 +70,7 @@ For complete Documentation with tutorials visit []
 * [Mixture Density Networks](https://publications.aston.ac.uk/id/eprint/373/1/NCRG_94_004.pdf) is a regression model which uses gaussian components to approximate the target function and  provide a probabilistic prediction out of the box.
 * [AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks](https://arxiv.org/abs/1810.11921) is a model which tries to learn interactions between the features in an automated way and create a better representation and then use this representation in downstream task
 
-To implement new models, see the [How to implement new models tutorial](https://github.com/manujosephv/pytorch_tabular/blob/main/docs/04-Implementing%20New%20Architectures.ipynb). It covers basic as well as advanced architectures.
+To implement new models, see the [How to implement new models tutorial](https://github.com/manujosephv/pytorch_tabular/blob/main/docs/tutorials/04-Implementing%20New%20Architectures.ipynb). It covers basic as well as advanced architectures.
 
 ## Usage
 ```python