--- a/README.md
+++ b/README.md
@@ -1,12 +1,12 @@
-# genomics
-Deep learning in genomics
-
-<dl><dd><p align="center"><b>CCGAGGGCTATGGTTTGGAAGTTAGAACCCTGGGGCTTCTCGCGGACACC</b></p><dd></dl>
-<p align="center"><img src="https://github.com/MicPie/genomics/blob/master/seq.png" width=30%></p>
-
-The notebooks in this repository are based on the [jupyter notebook](https://nbviewer.jupyter.org/github/abidlabs/deep-learning-genomics-primer/blob/master/A_Primer_on_Deep_Learning_in_Genomics_Public.ipynb) from the publication ["A primer on deep learning in genomics"](https://www.nature.com/articles/s41588-018-0295-5) but use the [PyTorch](https://pytorch.org) and [fastai](https://www.fast.ai) library.
-
-**Notebooks**
-* [Basic model with PyTorch](https://nbviewer.jupyter.org/github/MicPie/genomics/blob/master/DL_Genomics_v8_basic-pytorch.ipynb)
-* [Basic model with PyTorch and fastai](https://nbviewer.jupyter.org/github/MicPie/genomics/blob/master/DL_Genomics_v8_basic-fastai.ipynb)
-* [Custom ResNet model with PyTorch and fastai](https://nbviewer.jupyter.org/github/MicPie/genomics/blob/master/DL_Genomics_v8_resnet-fastai.ipynb)
+# genomics
+Deep learning in genomics
+
+<dl><dd><p align="center"><b>CCGAGGGCTATGGTTTGGAAGTTAGAACCCTGGGGCTTCTCGCGGACACC</b></p><dd></dl>
+<p align="center"><img src="https://github.com/MicPie/genomics/blob/master/seq.png?raw=true" width=30%></p>
+
+The notebooks in this repository are based on the [jupyter notebook](https://nbviewer.jupyter.org/github/abidlabs/deep-learning-genomics-primer/blob/master/A_Primer_on_Deep_Learning_in_Genomics_Public.ipynb) from the publication ["A primer on deep learning in genomics"](https://www.nature.com/articles/s41588-018-0295-5) but use the [PyTorch](https://pytorch.org) and [fastai](https://www.fast.ai) library.
+
+**Notebooks**
+* [Basic model with PyTorch](https://nbviewer.jupyter.org/github/MicPie/genomics/blob/master/DL_Genomics_v8_basic-pytorch.ipynb)
+* [Basic model with PyTorch and fastai](https://nbviewer.jupyter.org/github/MicPie/genomics/blob/master/DL_Genomics_v8_basic-fastai.ipynb)
+* [Custom ResNet model with PyTorch and fastai](https://nbviewer.jupyter.org/github/MicPie/genomics/blob/master/DL_Genomics_v8_resnet-fastai.ipynb)