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diff --git a/dataset.py b/dataset.py
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+import os
+from datasets import DatasetInfo, GeneratorBasedBuilder, Split, SplitGenerator, Value, Image, ClassLabel
+
+_CATEGORIES = ["buildings", "forest", "glacier", "mountain", "sea", "street"]
+
+class IntelImageClassification(GeneratorBasedBuilder):
+    def _info(self):
+        return DatasetInfo(
+            description="Intel Image Classification dataset with 6 natural scene categories.",
+            features={
+                "image": Image(),
+                "label": ClassLabel(names=_CATEGORIES),
+            },
+            supervised_keys=("image", "label"),
+            homepage="https://www.kaggle.com/datasets/puneet6060/intel-image-classification",
+            # citation="Puneet Jindal, Intel Image Classification (Kaggle Dataset)",
+        )
+
+    def _split_generators(self, dl_manager):
+        data_dir = os.path.join(dl_manager.manual_dir, "data")
+        return [
+            SplitGenerator(name=Split.TRAIN, gen_kwargs={"filepath": os.path.join(data_dir, "seg_train")}),
+            SplitGenerator(name=Split.TEST, gen_kwargs={"filepath": os.path.join(data_dir, "seg_test")}),
+            SplitGenerator(name=Split.VALIDATION, gen_kwargs={"filepath": os.path.join(data_dir, "seg_pred")}),
+        ]
+
+    def _generate_examples(self, filepath):
+        idx = 0
+        for label in sorted(os.listdir(filepath)):
+            label_path = os.path.join(filepath, label)
+            if not os.path.isdir(label_path):
+                continue
+            for img_file in sorted(os.listdir(label_path)):
+                if img_file.lower().endswith((".jpg", ".jpeg", ".png")):
+                    yield idx, {
+                        "image": os.path.join(label_path, img_file),
+                        "label": label,
+                    }
+                    idx += 1
diff --git a/readme.md b/readme.md
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+# Intel Image Classification
+
+The **Intel Image Classification** dataset contains images of natural scenes categorized into six classes:
+
+- Buildings
+
+- Forest
+
+- Glacier
+
+- Mountain
+
+- Sea
+
+- Street
+
+---
+
+## 📆 Content
+
+- The dataset contains **~25,000 images** of size **150x150 pixels**.
+
+- Images are evenly distributed across **6 categories**:
+  
+  ```
+  {'buildings' -> 0,
+   'forest'    -> 1,
+   'glacier'   -> 2,
+   'mountain'  -> 3,
+   'sea'       -> 4,
+   'street'    -> 5 }
+  ```
+
+- It is divided into three parts:
+  
+  - **Training set**: ~14,000 images
+  
+  - **Test set**: ~3,000 images
+  
+  - **Prediction set**: ~7,000 images
+
+The train, test, and prediction images are stored in separate folders.
+
+---
+
+## 🧪 Structure
+
+```
+data/
+├── seg_train/
+│   ├── buildings/
+│   ├── forest/
+│   ├── glacier/
+│   ├── mountain/
+│   ├── sea/
+│   └── street/
+├── seg_test/
+│   └── ...
+└── seg_pred/
+    └── ...
+```
+
+---
+
+## 🔗 Source & Acknowledgements
+
+- Originally published by **Intel** as part of a challenge on **Analytics Vidhya**:  
+  [https://datahack.analyticsvidhya.com](https://datahack.analyticsvidhya.com/)
+
+- Rehosted on Kaggle:  
+  [Intel Image Classification | Kaggle](https://www.kaggle.com/datasets/puneet6060/intel-image-classification)
+
+---
+
+## 💻 Usage
+
+You can load this dataset using Hugging Face's `datasets` library:
+
+```python
+from datasets import load_dataset
+
+dataset = load_dataset("sfarrukhm/intel-image-classification")
+```