Update README.md

README.md

@@ -9,4 +9,30 @@ tags:
 - colab
 - siglip2
 - image-to-text
----
+---
+
+> **Finetune SigLIP2 Image Classification**
+
+This notebook demonstrates how to fine-tune SigLIP 2, a robust multilingual vision-language model, for single-label image classification tasks. The fine-tuning process incorporates advanced techniques such as captioning-based pretraining, self-distillation, and masked prediction, unified within a streamlined training pipeline. The workflow supports datasets in both structured and unstructured forms, making it adaptable to various domains and resource levels.
+
+The notebook outlines two data handling scenarios. In the first, datasets include predefined train and test splits, enabling conventional supervised learning and generalization evaluation. In the second scenario, only a training split is available; in such cases, the training set is either partially reserved for validation or reused entirely for evaluation. This flexibility supports experimentation in constrained or domain-specific settings, where standard test annotations may not exist.
+
+| Notebook Name                        | Description                                      | Notebook Link |
+|-------------------------------------|--------------------------------------------------|----------------|
+| notebook-siglip2-finetune-type1  | Train/Test Splits  | [Download](https://github.com/PRITHIVSAKTHIUR/FineTuning-SigLIP-2/blob/main/Finetune-SigLIP2-Image-Classification/1.SigLIP2_Finetune_ImageClassification_TrainTest_Splits.ipynb) |
+| notebook-siglip2-finetune-type2  | Only Train Split  | [Download](https://github.com/PRITHIVSAKTHIUR/FineTuning-SigLIP-2/blob/main/Finetune-SigLIP2-Image-Classification/2.SigLIP2_Finetune_ImageClassification_OnlyTrain_Splits.ipynb) |
+
+```
+last updated : jul 2025
+```
+
+| **Type 1: Train/Test Splits** | **Type 2: Only Train Split** |
+|------------------------------|------------------------------|
+| ![Type 1](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/l0vfc0wtIp5mHgP-KGtff.png) | ![Type 2](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/xFXZYGbbL1PgoyyobVLym.png) |
+
+---
+
+| Platform | Link |
+|----------|------|
+| Huggingface Blog | [![Model](https://img.shields.io/badge/🤗-Model-yellow)](https://huggingface.co/blog/prithivMLmods/siglip2-finetune-image-classification) |
+| GitHub Repository | [![GitHub](https://img.shields.io/badge/GitHub-Repository-blue?logo=github)](https://github.com/PRITHIVSAKTHIUR/FineTuning-SigLIP-2) |