Update README.md

README.md

@@ -7,13 +7,13 @@ pretty_name: MICO Membership Inference Competition -- CIFAR-10
 size_categories:
 - n<1K
 source-datasets:
-- https://www.comp.nus.edu.sg/~reza/files/datasets.html
+- https://pytorch.org/vision/master/generated/torchvision.datasets.CIFAR10.html
 tags:
 - membership-inference
 - privacy
 - differential-privacy
 task_categories:
-- tabular-classification
+- image-classification
 viewer: false
 configs:
 - config_name: lo
@@ -143,7 +143,7 @@ The challenge data provided to participants is arranged as follows:
 `train` data is provided for your convenience: it contains full information about the membership of the challenge points. 
 You can use it for developing your attack (e.g. as shadow models).
 
-You can load the public datasets and individual models and their associated challenge data using the functions provided by the `mico-competition` package in the [accompanying repository](https://github.com/microsoft/MICO) (i.e., `loda_cifar10`, `load_model`, `ChallengeDataset.from_path`, etc.)
+You can load the public datasets and individual models and their associated challenge data using the functions provided by the `mico-competition` package in the [accompanying repository](https://github.com/microsoft/MICO) (i.e., `load_cifar10`, `load_model`, `ChallengeDataset.from_path`, etc.)
 Please refer to the starting kit for more information.
 
 
@@ -351,4 +351,4 @@ contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additio
 This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft trademarks or logos is subject to and must follow
 [Microsoft's Trademark & Brand Guidelines](https://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general).
 Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship.
-Any use of third-party trademarks or logos are subject to those third-party's policies.
+Any use of third-party trademarks or logos are subject to those third-party's policies.