Update README.md

README.md

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----
-license: cc-by-4.0
----
+---
+license: cc-by-4.0
+pretty_name: 'English Handwritten Biology Notes Dataset'
+language:
+- en
+tags:
+- image
+- handwritten
+- english
+- biology
+- notes
+- text-recognition
+- ocr
+- diagram-recognition
+- document-understanding
+- ai-research
+- computer-vision
+task_categories:
+- image-classification
+size_categories:
+- 1K<n<10K
+---
+
+# English Handwritten Biology Notes Dataset
+*This dataset contains high-resolution images of handwritten biology notes written in English. The collection includes labeled diagrams, definitions, explanations of biological processes, and annotated sketches. It supports AI research in handwriting recognition, diagram understanding, and document interpretation within the field of life sciences.*
+
+## Contact
+For queries or collaborations related to this dataset, contact:  
+  - [email protected]  
+  - [email protected]  
+
+## Supported Tasks
+
+- **Task Categories**:  
+  - Image Classification  
+  - Text Recognition (OCR)  
+  - Diagram and Label Detection  
+  - Document Layout Understanding  
+
+- **Supported Tasks**:  
+  - Recognition of handwritten biology text, labels, and diagrams  
+  - OCR for descriptive content and annotated illustrations  
+  - Detection of biological structures, such as cells, organs, and organisms  
+  - Analysis of note layout combining diagrams and written explanations  
+  - AI research in note digitization and intelligent educational content extraction  
+
+## Languages
+
+- **Primary Language**: English  
+- **Secondary Presence**: Latin terms and scientific names (e.g., *Homo sapiens*, *Amoeba proteus*, *DNA*)  
+
+## Dataset Creation
+
+### Curation Rationale
+The dataset was curated to enhance AI models that can interpret handwritten biology content combining text and visuals. It aids in advancing educational AI, OCR, and diagram recognition technologies for biology and life sciences.
+
+### Source Data
+- **Contributors**: Students, teachers, and volunteers providing academic or study notes  
+- **Collection Process**: Notes were scanned or photographed. All personal identifiers were removed prior to inclusion.  
+
+### Other Known Limitations
+- **Bias**: Predominantly school and undergraduate-level material  
+- **Variability**: Differences in handwriting, labeling styles, and diagram clarity  
+- **Scope**: Focused on core biology topics (botany, zoology, anatomy); limited molecular biology or research content  
+
+## Intended Uses
+
+### ✅ Direct Use
+- Training AI models for OCR and diagram understanding in biology notes  
+- Academic research in handwritten document recognition  
+- Development of AI-powered educational and study tools  
+- Digitization of biology notebooks for learning applications  
+
+### ❌ Out-of-Scope Use
+- Handwriting-based identification or profiling  
+- Commercial use of handwriting samples without consent  
+- Any misuse for surveillance or monitoring of contributors  
+
+## License
+
+CC BY 4.0