| --- |
| language: tr |
| license: mit |
| --- |
| # turkish-text-classification-model |
|
|
| https://huggingface.co/algumusrende/turkish-text-classification-model |
|
|
| This model is used for Sentiment Analysis, which is based on bert-base-turkish-sentiment-cased https://huggingface.co/savasy/bert-base-turkish-sentiment-cased |
|
|
| ## Dataset |
|
|
| The dataset is taken from https://www.kaggle.com/datasets/burhanbilenn/duygu-analizi-icin-urun-yorumlari?select=magaza_yorumlari_duygu_analizi.csv |
| |
| Containing product reviews of electronics stores in Turkish Language, with 3 categories: |
| |
| [ |
| "Olumlu (Positive)", |
| "Olumsuz (Negative)", |
| "Tarafsız (Neutral)" |
| ] |
| |
| 2 columns and 11429 rows (3 NaN rows), encoded in "utf-16" |
| |
| *Dataset* |
| |
| | *size* | *data* | |
| |--------|----| |
| | 5713 |train.csv| |
| | 2856 |val.csv| |
| | 2857 |test.tsv| |
| | *11426* |*total*| |
| |
| ## Training and Results |
| |
| |*index*|*eval\_loss*|*eval\_Accuracy*|*eval\_F1*|*eval\_Precision*|*eval\_Recall*| |
| |---|---|---|---|---|---| |
| |train|0\.41672539710998535|0\.8531419569403116|0\.8346503162224169|0\.842628684710363|0\.8315839726920476| |
| |val|0\.6787932515144348|0\.7545518207282913|0\.7277930570101517|0\.7311753495947505|0\.7293434379700242| |
| |test|0\.6885481476783752|0\.7434371718585929|0\.7170880702233838|0\.7189901255561661|0\.7180628887201386| |
| |
| ## Code Usage |
| |
| ```python |
| from transformers import AutoModelForSequenceClassification, AutoTokenizer, pipeline |
| |
| model = AutoModelForSequenceClassification.from_pretrained("algumusrende/turkish-text-classification-model") |
| tokenizer= AutoTokenizer.from_pretrained("algumusrende/turkish-text-classification-model") |
| pipe = pipeline("sentiment-analysis", model=model, tokenizer=tokenizer) |
| |
| pipe("Son zamanlarda ekonomideki istikrar, borsa endeksine de olumlu yansıdı.") |
| # [{'label': 'Olumlu', 'score': 0.6654265522956848}] |
| |
| pipe("Geçirdiğim diş operasyonu için çekilen röntgen filmleri sağlık yardımı kapsamında ödenmedi.") |
| # [{'label': 'Olumsuz', 'score': 0.9064584970474243}] |
| |
| pipe("Eskiden bayramlarda çikolata dağıtlırdı, artık bunu göremiyoruz.") |
| # [{'label': 'Olumsuz', 'score': 0.7049197554588318}] |
| |
| pipe("Ürün genel itibari ile iyi sayılır, ancak bazı eksikleri de var.") |
| # [{'label': 'Tarafsız', 'score': 0.9369649887084961}] |
| |
| ``` |
| --- |
