autonlp-Emotion-14722565 – AI Model by serenay | AlphaNeural AI

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serenay/
autonlp-Emotion-14722565

like

0

text-classification

serenay/autonlp-data-Emotion

autotrain_compatible

endpoints_compatible

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Model Trained Using AutoNLP

Problem type: Multi-class Classification
Model ID: 14722565

Validation Metrics

Loss: 0.6077525615692139
Accuracy: 0.7745398773006135
Macro F1: 0.7287152925396537
Micro F1: 0.7745398773006135
Weighted F1: 0.7754701717098939
Macro Precision: 0.7282186282186283
Micro Precision: 0.7745398773006135
Weighted Precision: 0.7787550922520248
Macro Recall: 0.7314173610899214
Micro Recall: 0.7745398773006135
Weighted Recall: 0.7745398773006135

Usage

You can use cURL to access this model:

$ curl -X POST -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '{"inputs": "I love AutoNLP"}' https://api-inference.huggingface.co/models/serenay/autonlp-Emotion-14722565

Or Python API:

from transformers import AutoModelForSequenceClassification, AutoTokenizer

model = AutoModelForSequenceClassification.from_pretrained("serenay/autonlp-Emotion-14722565", use_auth_token=True)

tokenizer = AutoTokenizer.from_pretrained("serenay/autonlp-Emotion-14722565", use_auth_token=True)

inputs = tokenizer("I love AutoNLP", return_tensors="pt")

outputs = model(**inputs)