Rework to assets dir

README.md

@@ -16,7 +16,7 @@ Here, we introduce the **Artificial Intelligence Forecasting System (AIFS)**, a
 model developed by the European Centre for Medium-Range Weather Forecasts (ECMWF). 
 
 <div style="display: flex; justify-content: center;">
-  <img src="aifs_10days.gif" alt="AIFS 10 days Forecast" style="width: 50%;"/>
+  <img src="assets/aifs_10days.gif" alt="AIFS 10 days Forecast" style="width: 50%;"/>
 </div>
 
 
@@ -34,8 +34,8 @@ AIFS is based on a graph neural network (GNN) encoder and decoder, and a sliding
 and is trained on ECMWF’s ERA5 re-analysis and ECMWF’s operational numerical weather prediction (NWP) analyses. 
 
 <div style="display: flex; justify-content: center;">
-  <img src="encoder_graph.jpeg" alt="Encoder graph" style="width: 50%;"/>
-  <img src="decoder_graph.jpeg" alt="Decoder graph" style="width: 50%;"/>
+  <img src="assets/encoder_graph.jpeg" alt="Encoder graph" style="width: 50%;"/>
+  <img src="assets/decoder_graph.jpeg" alt="Decoder graph" style="width: 50%;"/>
 </div>
 
 It has a flexible and modular design and supports several levels of parallelism to enable training on
@@ -94,7 +94,7 @@ AIFS is trained to produce 6-hour forecasts. It receives as input a representati
 at \\(t_{−6h}\\), \\(t_{0}\\), and then forecasts the state at time \\(t_{+6h}\\). 
 
 <div style="display: flex; justify-content: center;">
-  <img src="aifs_diagram.png" alt="AIFS 2m Temperature" style="width: 80%;"/>
+  <img src="assets/aifs_diagram.png" alt="AIFS 2m Temperature" style="width: 80%;"/>
 </div>
 
 The full list of input and output fields is shown below:
@@ -158,7 +158,7 @@ of the metrics, such as ACC (ccaf), RMSE (rmsef) and forecast activity (standard
 sdaf) can be found in e.g Ben Bouallegue et al. ` [2024].
 
 <div style="display: flex; justify-content: center;">
-  <img src="aifs_v021_scorecard.png" alt="Scorecard comparing forecast scores of AIFS versus IFS (2022)" style="width: 80%;"/>
+  <img src="assets/aifs_v021_scorecard.png" alt="Scorecard comparing forecast scores of AIFS versus IFS (2022)" style="width: 80%;"/>
 </div>
 
 
@@ -223,4 +223,4 @@ Lang, S., Alexe, M., Chantry, M., Dramsch, J., Pinault, F., Raoult, B., ... & Ra
 
 ## More Information
 
-[More Information Needed](https://arxiv.org/pdf/2406.01465)
+[Find the paper here](https://arxiv.org/pdf/2406.01465)