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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)
