llm-colab-application

LLM AI 模型 Colab 應用 - 由 Simon Liu 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

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

  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

• OpenAI Python SDK - Google Gemini API Example:

  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

• 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

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

  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

[ MCP ]

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

  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

Gemma

[ LLM as a Service ]

• Ollama tool Model Service Example - Google Gemma Model:

  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

• Expose Ngrok Link for Ollama Model Service:

  Simon_LLM_Application_Ollama_Ngrok_Llm_Service.ipynb

• gpt-oss ollama service

  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

[ Fine-tuning ]

• Gemma 2b LORA Fine-tuning:

  Simon-LLM-Application-Gemma-2b-LORA-Fine-Tuning.ipynb