Update README.md

Added how to use model with pipelines

README.md

@@ -97,3 +97,28 @@ Epoch 	Training Loss 	Validation Loss 	Accuracy 	F1 	Precision 	Recall
 - Transformers 4.17.0
 - Pytorch 1.10.0+cu111
 - Tokenizers 0.11.6
+
+
+## Model in Action
+Fast usage with pipelines:
+
+###libraries required
+!pip install transformers
+from transformers import pipeline
+
+### usage pipelines
+model_checkpoint = "hackathon-pln-es/twitter_sexismo-finetuned-exist2021-metwo" 
+pipeline_nlp = pipeline("text-classification", model=model_checkpoint)
+pipeline_nlp("mujer al volante peligro!") 
+#pipeline_nlp("¡me encanta el ipad!") 
+#pipeline_nlp (["mujer al volante peligro!", "Los hombre tienen más manias que las mujeres", "me encanta el ipad!"] )
+
+# OUTPUT MODEL
+# LABEL_0: "NON SEXISM", LABEL_1: "SEXISM"  score: probability of accuracy per model
+
+# [{'label': 'LABEL_1', 'score': 0.9967633485794067}]
+# [{'label': 'LABEL_0', 'score': 0.9934417009353638}]
+
+#[{‘label': 'LABEL_1', 'score': 0.9967633485794067},
+# {'label': 'LABEL_1', 'score': 0.9755664467811584},
+# {'label': 'LABEL_0', 'score': 0.9955045580863953}]