adding readme manually.

README.md

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+---
+
+language: en
+tags:
+- sagemaker
+- bert-base-uncased
+- text classification
+license: apache-2.0
+datasets:
+- adecorpusv2
+model-index:
+- name: BERT-ade_corpus
+  results:
+  - task: 
+      name: Text Classification
+      type: text-classification
+    dataset:
+      name: "ade_corpus_v2Ade_corpus_v2_classification" 
+      type: ade_corpus
+  
+---
+
+## bert-base-uncased
+This model was trained using Amazon SageMaker and the new Hugging Face Deep Learning container.
+
+
+## Hyperparameters
+```json
+{
+    "do_eval": true,
+    "do_train": true,
+    "fp16": true,
+    "load_best_model_at_end": true,
+    "model_name": "bert-base-uncased",
+    "num_train_epochs": 10,
+    "per_device_eval_batch_size": 16,
+    "per_device_train_batch_size": 16,
+    "learning_rate":5e-5
+
+}
+```
+## Validation Metrics
+| key | value |
+| --- | ----- |
+| eval_accuracy  | 0.9298021697511167 |
+| eval_auc | 0.8902672664394546 |
+| eval_f1 | 0.827315541601256 |
+| eval_loss | 0.17835010588169098 |
+| eval_recall | 0.8234375 |
+| eval_precision | 0.831230283911672 |
+
+"""