diff --git a/README.md b/README.md
index 5725ca2..80b134d 100644
--- a/README.md
+++ b/README.md
@@ -16,12 +16,15 @@ Spectrograms produced with LJSpeech and standard data configuration from this re
## 🔈 Samples
-[Can be found here.](https://as-ideas.github.io/TransformerTTS/)
+[Can be found here.](https://as-ideas.github.io/TransformerTTS/)
+
These samples' spectrograms are converted using the pre-trained [WaveRNN](https://github.com/fatchord/WaveRNN) vocoder.
The TTS weights used for these samples can be found [here](https://github.com/as-ideas/tts_model_outputs/tree/master/ljspeech_transformertts).
-Check out the notebooks folder for predictions with TransformerTTS and WaveRNN.
+Check out the notebooks folder for predictions with TransformerTTS and WaveRNN or just try out our Colab notebook:
+
+[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/as-ideas/TransformerTTS/blob/master/notebooks/synthesize.ipynb)
## 📖 Contents
- [Installation](#installation)
@@ -94,7 +97,7 @@ tensorboard --logdir /logs/directory/
from utils.config_manager import ConfigManager
from utils.audio import reconstruct_waveform
-config_loader = ConfigManager('/path/to/config/')
+config_loader = ConfigManager('config/standard')
model = config_loader.load_model()
out = model.predict('Please, say something.')