Update README.md

README.md

@@ -181,6 +181,16 @@ If the same entity appears multiple times with slight formatting variations, the
 - llama.cpp: [LFM2-350M-PII-Extract-JP-GGUF](https://huggingface.co/LiquidAI/LFM2-350M-PII-Extract-JP-GGUF)
 - LEAP: [LEAP model library](https://leap.liquid.ai/models?model=lfm2-350m-pii-extract-jp)
 
+You can use the following Colab notebooks for easy inference and fine-tuning:
+
+| Notebook | Description | Link |
+|-------|------|------|
+| Inference | Run the model with Hugging Face's transformers library. | <a href="https://colab.research.google.com/drive/1kIaBNZYZSZ9wzrl9Yot3W5ZKR1lf47k1?usp=sharing"><img src="https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/vlOyMEjwHa_b_LXysEu2E.png" width="110" alt="Colab link"></a> |
+| SFT (TRL) | Supervised Fine-Tuning (SFT) notebook with a LoRA adapter using TRL. | <a href="https://colab.research.google.com/drive/1j5Hk_SyBb2soUsuhU0eIEA9GwLNRnElF?usp=sharing"><img src="https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/vlOyMEjwHa_b_LXysEu2E.png" width="110" alt="Colab link"></a> |
+| DPO (TRL) | Preference alignment with Direct Preference Optimization (DPO) using TRL. | <a href="https://colab.research.google.com/drive/1MQdsPxFHeZweGsNx4RH7Ia8lG8PiGE1t?usp=sharing"><img src="https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/vlOyMEjwHa_b_LXysEu2E.png" width="110" alt="Colab link"></a> |
+| SFT (Axolotl) | Supervised Fine-Tuning (SFT) notebook with a LoRA adapter using Axolotl. | <a href="https://colab.research.google.com/drive/155lr5-uYsOJmZfO6_QZPjbs8hA_v8S7t?usp=sharing"><img src="https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/vlOyMEjwHa_b_LXysEu2E.png" width="110" alt="Colab link"></a> |
+| SFT (Unsloth) | Supervised Fine-Tuning (SFT) notebook with a LoRA adapter using Unsloth. | <a href="https://colab.research.google.com/drive/1HROdGaPFt1tATniBcos11-doVaH7kOI3?usp=sharing"><img src="https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/vlOyMEjwHa_b_LXysEu2E.png" width="110" alt="Colab link"></a> |
+
 ## 📬 Contact
 
 If you are interested in custom solutions with edge deployment, please contact [our sales team](https://www.liquid.ai/contact).
@@ -282,6 +292,14 @@ Extract , <company_name>, <email_address>, <human_name>, <phone_number><|im_end|
 - llama.cpp: [LFM2-350M-PII-Extract-JP-GGUF](https://huggingface.co/LiquidAI/LFM2-350M-PII-Extract-JP-GGUF)
 - LEAP: [LEAP モデルライブラリ](https://leap.liquid.ai/models?model=lfm2-350m-pii-extract-jp)
 
+| ノートブック | 説明 | リンク |
+|-------|------|------|
+| 推論 | Hugging Faceのtransformersライブラリを使用してモデルを実行します。 | <a href="https://colab.research.google.com/drive/1kIaBNZYZSZ9wzrl9Yot3W5ZKR1lf47k1?usp=sharing"><img src="https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/vlOyMEjwHa_b_LXysEu2E.png" width="110" alt="Colab link"></a> |
+| SFT (TRL) | TRLを使用したLoRAアダプターによる教師あり微調整(SFT)ノートブック。 | <a href="https://colab.research.google.com/drive/1j5Hk_SyBb2soUsuhU0eIEA9GwLNRnElF?usp=sharing"><img src="https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/vlOyMEjwHa_b_LXysEu2E.png" width="110" alt="Colab link"></a> |
+| DPO (TRL) | TRLを使用した直接選好最適化(DPO)による選好アライメント。 | <a href="https://colab.research.google.com/drive/1MQdsPxFHeZweGsNx4RH7Ia8lG8PiGE1t?usp=sharing"><img src="https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/vlOyMEjwHa_b_LXysEu2E.png" width="110" alt="Colab link"></a> |
+| SFT (Axolotl) | Axolotlを使用したLoRAアダプターによる教師あり微調整(SFT)ノートブック。 | <a href="https://colab.research.google.com/drive/155lr5-uYsOJmZfO6_QZPjbs8hA_v8S7t?usp=sharing"><img src="https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/vlOyMEjwHa_b_LXysEu2E.png" width="110" alt="Colab link"></a> |
+| SFT (Unsloth) | Unslothを使用したLoRAアダプターによる教師あり微調整(SFT)ノートブック。 | <a href="https://colab.research.google.com/drive/1HROdGaPFt1tATniBcos11-doVaH7kOI3?usp=sharing"><img src="https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/vlOyMEjwHa_b_LXysEu2E.png" width="110" alt="Colab link"></a> |
+
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 ## 📬 お問い合わせ