diff --git a/README.md b/README.md
index 2b1018a786bda80317277e9da30523e5ce05cfdc..8105df33ad0e3cb4de71ae9834a58bb3832d368a 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,9 @@
 # NeurIPS 2020 Flatland Challenge baselines
 
-The basic structure of this repository is adopted from [https://github.com/spMohanty/rl-experiments/](https://github.com/spMohanty/rl-experiments/)
+📈 [**Results**](https://app.wandb.ai/masterscrat/flatland/reports/Flatland-Baselines--Vmlldzo4OTc5NA) 
 
-## Installation
+Setup
+---
 
 Tested with Python 3.6 and 3.7
 
@@ -10,7 +11,7 @@ Tested with Python 3.6 and 3.7
 conda create --name ray-env python=3.7 --yes
 ```
 
-You may need to install/update bazel: https://docs.bazel.build/versions/master/install-ubuntu.html
+You may need to install/update bazel: [Ubuntu guide](https://docs.bazel.build/versions/master/install-ubuntu.html)
 
 ```
 pip install ray[rllib]
@@ -19,23 +20,28 @@ pip install -r requirements.txt
 ```
 
 ## Usage
-```
 Training example:
-    python ./train.py -f experiments/flatland_random_sparse_small/global_obs_conv_net/ppo.yaml
+
+`python ./train.py -f experiments/flatland_random_sparse_small/global_obs_conv_net/ppo.yaml`
 
 Test example:
-    python ./rollout.py /tmp/ray/checkpoint_dir/checkpoint-0 --run PPO --no-render
-        --config '{"env_config": {"test": true}}' --episodes 1000 --out rollouts.pkl
+
+`python ./rollout.py /tmp/ray/checkpoint_dir/checkpoint-0 --run PPO --no-render
+        --config '{"env_config": {"test": true}}' --episodes 1000 --out rollouts.pkl`
 
 Note that -f overrides all other trial-specific command-line options.
-```
 
 ## Experiment structure
 
-Experiments consist of one or many rllib YAML config files 
-alongside a MARKDOWN file containing results, plots 
-and a detailed description of the methodology.
+Experiments consist of one or many RLlib YAML config files alongside a MARKDOWN file containing results, plots and a detailed description of the methodology.
+
 All files are stored in a experiment folder under `experiments/<env-name>/<experiment-name>`.
-An example can be found under `experiments/flatland_random_sparse_small/global_obs_conv_net/README.md`.
 
+- [Tree observations w/ fully connected network](master/experiments/flatland_random_sparse_small/tree_obs_fc_net)
+- [Global observations w/ convnet](Global observation convnet experiments)
+
+
+Notes
+---
 
+- The basic structure of this repository is adopted from [https://github.com/spMohanty/rl-experiments/](https://github.com/spMohanty/rl-experiments/)
\ No newline at end of file