Upload README.md

README.md

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+# micromind checkpoints for MNIST
+
+This repository contains checkpoints for the MNIST dataset for the following networks:
+
+| Model         | Top 1 Accuracy  | Top 5 Accuracy |
+| ------------------ |---------------- | -------------- |
+| `PhiNet(alpha=0.5, beta=1, t_zero=6, num_layers=4, resolution=28)`   |     98.97%         |      99.99%       |
+| `PhiNet(alpha=0.75, beta=1, t_zero=6, num_layers=5, resolution=28)`   |     98.94%         |      99.98%       |
+| `PhiNet(alpha=0.35, beta=1, t_zero=6, num_layers=7, resolution=28)`   |     98.83%         |      100%       |
+
+To download and use this repo:
+
+```
+from micromind import PhiNet
+model = PhiNet.from_pretrained("MNIST", alpha=0.5, beta=1.0, t_zero=6, num_layers=4, num_classes=10, resolution=28)
+```
+
+## Authors
+
+- [@fpaissan](https://www.github.com/fpaissan)
+- [@matteobeltrami](https://www.github.com/matteobeltrami)
+
 ---
 license: mit
----
+---