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+ ---
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+ datasets:
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+ - nhull/tripadvisor-split-dataset-v2
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+ base_model:
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+ - huawei-noah/TinyBERT_General_4L_312D
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+ ---
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+ # TinyBERT Sentiment Analysis Model
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+
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+ This is a fine-tuned TinyBERT model for sentiment analysis on the Tripadvisor dataset.
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+
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+ ## Model Details
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+ - **Base Model**: `huawei-noah/TinyBERT_General_4L_312D`
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+ - **Dataset**: `nhull/tripadvisor-split-dataset-v2`
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+ - **Task**: Multiclass sentiment analysis (5 classes)
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+
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+ ## Usage
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+
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+ ```python
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+ from transformers import AutoTokenizer, AutoModelForSequenceClassification
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+
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+ # Load the model
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+ tokenizer = AutoTokenizer.from_pretrained("username/tinybert-sentiment-analysis")
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+ model = AutoModelForSequenceClassification.from_pretrained("username/tinybert-sentiment-analysis")
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+
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+ # Predict sentiment
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+ text = "The hotel was amazing and had great service!"
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+ inputs = tokenizer(text, return_tensors="pt")
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+ outputs = model(**inputs)
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+ predicted_class = outputs.logits.argmax().item()
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+ print(f"Predicted class: {predicted_class}")