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llm-colab-application

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[ 演講用 ] LLM AI 模型 Colab 應用

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# llm-colab-application
LLM AI 模型 Colab 應用 - 由 [Simon Liu](https://tinyurl.com/simonliuyuwei) 整理與撰寫的 Google Colab Notebook ，目的是希望能夠提供 LLM 模型實作應用方案，便於快速驗證、教學。

## Google Colab 連結

### Gemini

[ Model - Python SDK ]

- Google Gemini - Google AI Studio - google-genai python SDK:

[Simon_LLM_Application_Google_AI_Studio_GenAISDK_Full_Method.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon_LLM_Application_Google_AI_Studio_GenAISDK_Full_Method.ipynb)

- Google Gemini - Google Cloud Vertex AI - google-genai python SDK:

[Simon_LLM_Application_Google_Vertex_AI_GenAISDK_Full_Method.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon_LLM_Application_Google_Vertex_AI_GenAISDK_Full_Method.ipynb)
  
- Google Gemini google-genai python SDK Example: (準備下架)

[Simon_LLM_Application_Google_Gemini_GenAISDK_Full_Method.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon_LLM_Application_Google_Gemini_GenAISDK_Full_Method.ipynb)

- OpenAI Python SDK - Google Gemini API Example:

[Simon-LLM-Application-OpenAI-Python-SDK-Google-Gemini-API-v2.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon-LLM-Application-OpenAI-Python-SDK-Google-Gemini-API-v2.ipynb)

[ AI Agent ]

- CWA API AI Agent - Gemini Model API:

[Simon-LLM-Application-Gemini-2-Example-Gemini-AI-Agent-Application.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon-LLM-Application-Gemini-2-Example-Gemini-AI-Agent-Application.ipynb)

- Four arithmetic operations(四則運算) AI Agent - Gemini Model API:

[Simon-LLM-Application-Use_Gemini_Model_to_build_AI_Tools_and_AI_Agents.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon-LLM-Application-Use_Gemini_Model_to_build_AI_Tools_and_AI_Agents.ipynb)

- Premier 12 CT Performance AI Agent - Gemini Model API:

[Simon-LLM-Application-premier-12-chinese-taipei-performance-data-AI-Agent.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon-LLM-Application-premier-12-chinese-taipei-performance-data-AI-Agent.ipynb)

- OpenAI SDK AI Agent - Gemini Model API:

[Simon_LLM_Application_Google_Gemini_model_Openai_agent_sdk_example.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon_LLM_Application_Google_Gemini_model_Openai_agent_sdk_example.ipynb)

[ MCP ]

- MCP - google-genai python SDK - Gemini Model API:

[Simon_LLM_Google_Gemini_Model_API_SDK_MCP_Example.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon_LLM_Google_Gemini_Model_API_SDK_MCP_Example.ipynb)

[ Model Evaluation ]

- Twinkle Eval Model Evaluation - Gemini Model API:

[Simon_LLM_Application_Twinkle_Eval_Tool_Google_Gemini_Model_Evaluation.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon_LLM_Application_Twinkle_Eval_Tool_Google_Gemini_Model_Evaluation.ipynb)

### Gemma

[ LLM as a Service ]

- Ollama tool Model Service Example - Google Gemma Model:

[Simon-LLM-Application-Ollama-Model-Service.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon-LLM-Application-Ollama-Model-Service.ipynb)

- vllm tool Model Service Example - Google Gemma Model:

[Simon_LLM_Application_VLLM_Tool_Google_Gemma3_Model_Service.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon_LLM_Application_VLLM_Tool_Google_Gemma3_Model_Service.ipynb)

- Expose Ngrok Link for Ollama Model Service:

[Simon_LLM_Application_Ollama_Ngrok_Llm_Service.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon_LLM_Application_Ollama_Ngrok_Llm_Service.ipynb)

- gpt-oss ollama service

[Simon_LLM_Application_gpt_oss_Ollama_Llm_Service.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon_LLM_Application_gpt_oss_Ollama_Llm_Service.ipynb)

[ RAG ]

- Simon-LLM-Application-Ollama-LLM-Model-and-RAG.ipynb

[Simon-LLM-Application-Ollama-LLM-Model-and-RAG.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon-LLM-Application-Ollama-LLM-Model-and-RAG.ipynb)

[ Fine-tuning ]

- Gemma 2b LORA Fine-tuning:

[Simon-LLM-Application-Gemma-2b-LORA-Fine-Tuning.ipynb](https://colab.research.google.com/github/LiuYuWei/llm-colab-application/blob/main/Simon-LLM-Application-Gemma-2b-LORA-Fine-Tuning.ipynb)

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