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README.md

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+---
+language: tr
+library_name: transformers
+license: mit
+tags:
+  - text-classification
+  - bert
+  - turkish
+---
+
+# BERT Din Kültürü Modeli (PyTorch)
+Bu model, TensorFlow tabanlı `bert_din_kulturu_6` modelinin PyTorch formatına dönüştürülmüş versiyonudur.
+
+## Model Performansı
+Bu model, `dbmdz/bert-base-turkish-cased` modelinin `bert_din_kulturu_6` verisiyle eğitilmiş halidir.
+Aşağıdaki sonuçları elde etmiştir:
+
+- **Train Loss:** 0.2283
+- **Train Accuracy:** 0.9475
+- **Validation Loss:** 0.1557
+- **Validation Accuracy:** 0.9614
+- **Epochs:** 11
+
+## Kullanım
+Hugging Face `transformers` kütüphanesi ile kolayca kullanabilirsiniz:
+```python
+from transformers import AutoModelForSequenceClassification, AutoTokenizer
+
+tokenizer = AutoTokenizer.from_pretrained("umutarpayy/bert_din_kulturu_6-pytorch")
+model = AutoModelForSequenceClassification.from_pretrained("umutarpayy/bert_din_kulturu_6-pytorch")
+```
+
+## Eğitim Verisi
+Bu model, özel bir veri seti ile eğitilmiştir. Detaylar aşağıdadır:
+
+| Train Loss | Train Accuracy | Validation Loss | Validation Accuracy | Epoch |
+|------------|---------------|----------------|----------------------|-------|
+| 3.0220    | 0.2760        | 1.7334         | 0.5717               | 0     |
+| 1.5144    | 0.5985        | 1.1455         | 0.6699               | 1     |
+| 1.1069    | 0.6872        | 0.8943         | 0.7295               | 2     |
+| 0.8911    | 0.7434        | 0.6902         | 0.7931               | 3     |
+| 0.7160    | 0.7937        | 0.5481         | 0.8486               | 4     |
+| 0.5892    | 0.8327        | 0.4402         | 0.8744               | 5     |
+| 0.4838    | 0.8665        | 0.3478         | 0.9010               | 6     |
+| 0.4034    | 0.8944        | 0.2653         | 0.9300               | 7     |
+| 0.3421    | 0.9069        | 0.2125         | 0.9436               | 8     |
+| 0.2890    | 0.9263        | 0.1814         | 0.9549               | 9     |
+| 0.2487    | 0.9384        | 0.1629         | 0.9589               | 10    |
+| 0.2283    | 0.9475        | 0.1557         | 0.9614               | 11    |
+
+## Eğitim Yöntemi ve Parametreler
+- **Optimizer:** Adam
+- **Learning Rate:** 2e-5 (Polynomial Decay)
+- **Beta1:** 0.9
+- **Beta2:** 0.999
+- **Epsilon:** 1e-8
+- **Training Precision:** float32
+
+## Framework Sürümleri
+- **Transformers:** 4.47.1
+- **TensorFlow:** 2.17.1
+- **Datasets:** 3.2.0
+- **Tokenizers:** 0.21.0
+
+## Lisans
+Bu model, MIT lisansına tabidir.

config.json

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+{
+  "_name_or_path": "umutarpayy/bert_din_kulturu_6",
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "6.1.1. Peygamber ve peygamberlik kavramlar\u0131n\u0131 tan\u0131mlar.",
+    "1": "6.1.2. Peygamberlerin \u00f6zelliklerini ve g\u00f6revlerini a\u00e7\u0131klar.",
+    "2": "6.1.3. Peygamberlerde insanlar i\u00e7in g\u00fczel \u00f6rnekler oldu\u011funu fark eder.",
+    "3": "6.1.4. Vahyin g\u00f6nderili\u015f amac\u0131n\u0131 ara\u015ft\u0131r\u0131r.",
+    "4": "6.1.5. \u0130lahi kitaplar\u0131 ve g\u00f6nderildi\u011fi peygamberleri e\u015fle\u015ftirir.",
+    "5": "6.1.6. Hz. \u00c2dem\u2019in (a.s.) hayat\u0131n\u0131 ana hatlar\u0131yla \u00f6zetler.",
+    "6": "6.1.7. Kunut dualar\u0131n\u0131 okur, anlam\u0131n\u0131 s\u00f6yler.",
+    "7": "6.2.1. \u0130slam\u2019da namaz ibadetinin \u00f6nemini, ayet ve hadislerden \u00f6rneklerle a\u00e7\u0131klar.",
+    "8": "6.2.2. Namazlar\u0131, \u00e7e\u015fitlerine g\u00f6re s\u0131n\u0131fland\u0131r\u0131r.",
+    "9": "6.2.3. Namaz\u0131n k\u0131l\u0131n\u0131\u015f\u0131na \u00f6rnekler verir.",
+    "10": "6.2.4. Hz. Zekeriya\u2019n\u0131n (a.s.) hayat\u0131n\u0131 ana hatlar\u0131yla tan\u0131r.",
+    "11": "6.2.5. Fil suresini okur, anlam\u0131n\u0131 s\u00f6yler.",
+    "12": "6.3.1. \u0130slam dininin yasaklad\u0131\u011f\u0131 zararl\u0131 al\u0131\u015fkanl\u0131klara ayet ve hadislerden \u00f6rnekler verir.",
+    "13": "6.3.2. Zararl\u0131 al\u0131\u015fkanl\u0131klar\u0131n ba\u015flama sebeplerini sorgular.",
+    "14": "6.3.3. Zararl\u0131 al\u0131\u015fkanl\u0131klardan korunma yollar\u0131n\u0131 tart\u0131\u015f\u0131r.",
+    "15": "6.3.4. Zararl\u0131 al\u0131\u015fkanl\u0131klardan ka\u00e7\u0131nmaya istekli olur.",
+    "16": "6.3.5. Hz. Yahya\u2019n\u0131n (a.s.) hayat\u0131n\u0131 ana hatlar\u0131yla tan\u0131r.",
+    "17": "6.3.6. Tebbet suresini okur, anlam\u0131n\u0131 s\u00f6yler.",
+    "18": "6.4.1. Hz. Muhammed\u2019in (s.a.v.) davetinin Mekke D\u00f6nemini de\u011ferlendirir.",
+    "19": "6.4.2.\u00a0Medine\u2019ye hicretin sebep ve sonu\u00e7lar\u0131n\u0131 irdeler.",
+    "20": "6.4.3. Hz. Muhammed\u2019in (s.a.v.) davetinin Medine D\u00f6nemini de\u011ferlendirir.",
+    "21": "6.4.4. Nasr suresini okur, anlam\u0131n\u0131 s\u00f6yler.",
+    "22": "6.5.1. Toplumumuzu birle\u015ftiren temel de\u011ferleri fark eder.",
+    "23": "6.5.2. Din\u00ee bayramlar\u0131n ve \u00f6nemli g\u00fcn ve gecelerin toplumsal b\u00fct\u00fcnle\u015fmeye olan katk\u0131s\u0131n\u0131 yorumlar.",
+    "24": "6.5.4. Edebiyat\u0131m\u0131zdan dinin izlerine \u00f6rnekler bulur.",
+    "25": "6.5.5. \u00d6rf ve \u00e2detlerimizde yer alan din\u00ee unsurlar\u0131 fark eder."
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "6.1.1. Peygamber ve peygamberlik kavramlar\u0131n\u0131 tan\u0131mlar.": 0,
+    "6.1.2. Peygamberlerin \u00f6zelliklerini ve g\u00f6revlerini a\u00e7\u0131klar.": 1,
+    "6.1.3. Peygamberlerde insanlar i\u00e7in g\u00fczel \u00f6rnekler oldu\u011funu fark eder.": 2,
+    "6.1.4. Vahyin g\u00f6nderili\u015f amac\u0131n\u0131 ara\u015ft\u0131r\u0131r.": 3,
+    "6.1.5. \u0130lahi kitaplar\u0131 ve g\u00f6nderildi\u011fi peygamberleri e\u015fle\u015ftirir.": 4,
+    "6.1.6. Hz. \u00c2dem\u2019in (a.s.) hayat\u0131n\u0131 ana hatlar\u0131yla \u00f6zetler.": 5,
+    "6.1.7. Kunut dualar\u0131n\u0131 okur, anlam\u0131n\u0131 s\u00f6yler.": 6,
+    "6.2.1. \u0130slam\u2019da namaz ibadetinin \u00f6nemini, ayet ve hadislerden \u00f6rneklerle a\u00e7\u0131klar.": 7,
+    "6.2.2. Namazlar\u0131, \u00e7e\u015fitlerine g\u00f6re s\u0131n\u0131fland\u0131r\u0131r.": 8,
+    "6.2.3. Namaz\u0131n k\u0131l\u0131n\u0131\u015f\u0131na \u00f6rnekler verir.": 9,
+    "6.2.4. Hz. Zekeriya\u2019n\u0131n (a.s.) hayat\u0131n\u0131 ana hatlar\u0131yla tan\u0131r.": 10,
+    "6.2.5. Fil suresini okur, anlam\u0131n\u0131 s\u00f6yler.": 11,
+    "6.3.1. \u0130slam dininin yasaklad\u0131\u011f\u0131 zararl\u0131 al\u0131\u015fkanl\u0131klara ayet ve hadislerden \u00f6rnekler verir.": 12,
+    "6.3.2. Zararl\u0131 al\u0131\u015fkanl\u0131klar\u0131n ba\u015flama sebeplerini sorgular.": 13,
+    "6.3.3. Zararl\u0131 al\u0131\u015fkanl\u0131klardan korunma yollar\u0131n\u0131 tart\u0131\u015f\u0131r.": 14,
+    "6.3.4. Zararl\u0131 al\u0131\u015fkanl\u0131klardan ka\u00e7\u0131nmaya istekli olur.": 15,
+    "6.3.5. Hz. Yahya\u2019n\u0131n (a.s.) hayat\u0131n\u0131 ana hatlar\u0131yla tan\u0131r.": 16,
+    "6.3.6. Tebbet suresini okur, anlam\u0131n\u0131 s\u00f6yler.": 17,
+    "6.4.1. Hz. Muhammed\u2019in (s.a.v.) davetinin Mekke D\u00f6nemini de\u011ferlendirir.": 18,
+    "6.4.2.\u00a0Medine\u2019ye hicretin sebep ve sonu\u00e7lar\u0131n\u0131 irdeler.": 19,
+    "6.4.3. Hz. Muhammed\u2019in (s.a.v.) davetinin Medine D\u00f6nemini de\u011ferlendirir.": 20,
+    "6.4.4. Nasr suresini okur, anlam\u0131n\u0131 s\u00f6yler.": 21,
+    "6.5.1. Toplumumuzu birle\u015ftiren temel de\u011ferleri fark eder.": 22,
+    "6.5.2. Din\u00ee bayramlar\u0131n ve \u00f6nemli g\u00fcn ve gecelerin toplumsal b\u00fct\u00fcnle\u015fmeye olan katk\u0131s\u0131n\u0131 yorumlar.": 23,
+    "6.5.4. Edebiyat\u0131m\u0131zdan dinin izlerine \u00f6rnekler bulur.": 24,
+    "6.5.5. \u00d6rf ve \u00e2detlerimizde yer alan din\u00ee unsurlar\u0131 fark eder.": 25
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "transformers_version": "4.48.3",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 32000
+}

model.safetensors

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pytorch_model.bin

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special_tokens_map.json

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+{
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+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
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+}

tokenizer_config.json

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+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "[UNK]"
+}