
# German Hotel Review Sentiment Classification
A model trained on German Hotel Reviews from Switzerland. The base model is the [bert-base-german-cased](https://huggingface.co/bert-base-german-cased). The last hidden layer of the base model was extracted and a classification layer was added. The entire model was then trained for 5 epochs on our dataset.

# Model Performance

| Classes | Precision | Recall | F1 Score |
| :---: | :---: | :---: |:---: |
| Positive | 90.48% | 82.61% | 86.36% |
| Negative | 70.59% | 92.31% | 80.00% |
| Neutral | 28.57% | 13.33% | 18.18% |
| Accuracy |  |  | 76.00% |
| Macro Average | 63.21% | 62.75% | 61.52% |
| Weighted Average | 73.43% | 76.00% | 73.65% |

## Confusion Matrix
![Confusion Matrix](bert-base-german-cased_German_sentiment.jpg)
{"language": "de", "license": "apache-2.0", "tags": ["bert"], "widget": [{"text": "Das Fr\u00fchst\u00fcck ist sehr gut, es gibt auch Laktosefreie Produkte.", "example_title": "Example 1"}, {"text": "Das Personal ist sehr kompetent und sehr freundlich.", "example_title": "Example 2"}, {"text": "Die Zimmer sind wie beschrieben sehr klein, vergleichbar mit einer Kreuzfahrtschiffkabine. ", "example_title": "Example 3"}, {"text": "Scheinwerfer vor dem Zimmer ganze Nacht an und zu hell", "example_title": "Example 4"}]}
transformers tf bert text-classification de license:apache-2.0 autotrain_compatible endpoints_compatible region:us
TAGS
#transformers #tf #bert #text-classification #de #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us 

German Hotel Review Sentiment Classification
============================================


A model trained on German Hotel Reviews from Switzerland. The base model is the bert-base-german-cased. The last hidden layer of the base model was extracted and a classification layer was added. The entire model was then trained for 5 epochs on our dataset.


Model Performance
=================



Confusion Matrix
----------------


!Confusion Matrix



TAGS
#transformers #tf #bert #text-classification #de #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us 

passage: TAGS
#transformers #tf #bert #text-classification #de #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us 
