Create README.md

README.md

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+# UpsideDownClassifier
+
+This classifier was trained using the [auto-cats-and-dogs](https://huggingface.co/datasets/nateraw/auto-cats-and-dogs) dataset. It was trained over 5 epochs using a pretrained resent18. 
+
+The configuration for the model was 
+```
+config = {
+    "batch_size": 64,
+    "num_epochs": 5,
+    "lr": 0.005,
+    "betas": (0.9, 0.999),
+    "eps": 1e-6,
+    "lr": 8e-3,
+    "do_eval": True
+}
+```
+
+## Traning Plots
+
+## Some Results