Update README.md

README.md

@@ -11,17 +11,17 @@ short_description: Graph Isomorphism Network Baseline Classifier for Tox21
 
 # Tox21 Graph Isomorphism Network (GIN) Classifier
 
-This repository hosts a Hugging Face Space that provides an examplary API for submitting models to the [Tox21 Leaderboard](https://huggingface.co/spaces/tschouis/tox21_leaderboard).
+This repository hosts a Hugging Face Space that provides an examplary API for submitting models to the [Tox21 Leaderboard](https://huggingface.co/spaces/ml-jku/tox21_leaderboard).
 
 Here a [Graph Isomorphism Network(GIN)](https://arxiv.org/abs/1810.00826) is trained on the Tox21 dataset, and the trained models are provided for 
 inference. Model input is a SMILES string of the small molecule, and the output are 12 numeric values for 
 each of the toxic effects of the Tox21 dataset. 
 
 
-**Important:** For leaderboard submission, your Space needs to include training code. The file `train.py` should train the model using the config specified inside the `config/` folder and save the final model parameters into a file inside the `checkpoints/` folder. The model should be trained using the [Tox21_dataset](https://huggingface.co/datasets/tschouis/tox21) provided on Hugging Face. The datasets can be loaded like this:
+**Important:** For leaderboard submission, your Space needs to include training code. The file `train.py` should train the model using the config specified inside the `config/` folder and save the final model parameters into a file inside the `checkpoints/` folder. The model should be trained using the [Tox21_dataset](https://huggingface.co/datasets/ml-jku/tox21) provided on Hugging Face. The datasets can be loaded like this:
 ```python
 from datasets import load_dataset
-ds = load_dataset("tschouis/tox21", token=token)
+ds = load_dataset("ml-jku/tox21", token=token)
 train_df = ds["train"].to_pandas()
 val_df = ds["validation"].to_pandas()
 ```
@@ -63,7 +63,7 @@ That’s it, your model will be available as an API endpoint for the Tox21 Leade
 To run the GIN classifier, clone the repository and install dependencies:
 
 ```bash
-git clone https://huggingface.co/spaces/tschouis/tox21_gin_classifier
+git clone https://huggingface.co/spaces/ml-jku/tox21_gin_classifier
 cd tox21_gin_classifier
 pip install -r requirements.txt
 ```