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4 changes: 2 additions & 2 deletions .github/workflows/test-deploy.yml
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Expand Up @@ -17,10 +17,10 @@ jobs:
fetch-depth: 0
- uses: actions/setup-node@v4
with:
node-version: 18
node-version: 24
cache: yarn

- name: Install dependencies
run: yarn install --frozen-lockfile
- name: Test build website
run: yarn build
run: yarn build
50 changes: 50 additions & 0 deletions docs/ai/00_intro.md
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---
title: AI Overview
sidebar_label: Overview
keywords: ["AI"]
description: "AI Overview"
sidebar_position: 0
tags: ["AI"]
---

## 前言/引言

這幾年不管是身在哪個領域,或是任何得職業,可能每天都會聽到「AI」和「LLM」這兩個詞,它們似乎無所不在,從智慧手機的語音助理到自動生成文章的工具,好像已經變成生活中不可或缺的一部分!?

但它們究竟是什麼?彼此之間有什麼關係?

## **人工智慧(Artificial Intelligence, AI)**

**AI** 是一個廣泛的電腦科學領域,致力於創造能夠執行通常需要人類智慧的任務的機器,例如學習、推理和解決問題,這個領域涵蓋了所有能讓電腦展現「智慧」的方法。

:::info

:::

![](img/2025-11-11-14-43-27.png)

### 機器學習(ML)

ML 是 AI 的子集 (subset)。與其為機器的每一步都編寫詳細的規則,ML 讓機器**從大量的數據中自動學習**。就像人類從經驗中學習一樣,機器從數據中「吸取經驗」,進而理解 文字/語音 的涵義。

- **簡單來說:** ML 是 AI 的一個子集,專注於「從數據中學習」。
- **例子:** 電子郵件的垃圾郵件過濾器(它從大量郵件中學會辨識垃圾郵件的特徵)、影音平台的推薦系統(它根據您的觀看歷史推薦您可能喜歡的內容)。

### 深度學習(DL)

DL 是 ML 的一個子集。它使用一種稱為「人工神經網路」的架構,其靈感來自於人腦的結構。所謂的「深度」,指的是這些神經網路通常有很多層,使其能夠處理更複雜的模式和更抽象的資訊。

傳統的機器學習中,學習過程是受監督的,程式設計師必須非常具體地告知電腦它應該尋找哪些類型的特徵,以便判斷;深度學習的優勢在於程式能夠在無監督的情況下自行建構特徵集。

- **例子:** 手機的人臉辨識解鎖(它從無數張臉孔圖片中學會了辨識您的臉)、醫療影像分析(輔助醫生從 X 光片中識別病灶)。

### 大型語言模型(LLM)

語言模型 (LM) 是一種自然語言的機率模型,能夠根據其訓練的文本語料庫,產生一系列單字的機率。

LLM 是**深度學習的一種具體應用和產物**,專門用來處理和生成**人類語言**。它們透過在海量(「大型」的由來)的文本數據上進行訓練,利用深度學習的「轉換器(Transformer)」架構,學會了語法、語義、上下文,甚至一定程度的推理能力。

- **例子:** ChatGPT、Google Gemini 等聊天機器人(能夠與您流暢對話、回答問題)、程式碼自動完成工具(能夠理解您的意圖並生成程式碼)。

## Reference
https://blog.miarec.com/contact-centers-ai-definition
7 changes: 7 additions & 0 deletions docs/ai/_category_.json
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{
"label": "LLM",
"position": 1,
"link": {
"type": "generated-index"
}
}
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6 changes: 6 additions & 0 deletions docusaurus.config.js
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Expand Up @@ -146,6 +146,12 @@ const config = {
position: 'left',
label: 'DevOps',
},
{
type: 'docSidebar',
sidebarId: 'aiSidebar',
position: 'left',
label: 'AI',
},
{to: '/blog', label: 'Blog', position: 'right'},
{
type: 'dropdown',
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24 changes: 12 additions & 12 deletions package.json
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Expand Up @@ -14,22 +14,22 @@
"write-heading-ids": "docusaurus write-heading-ids"
},
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1 change: 1 addition & 0 deletions sidebars.js
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Expand Up @@ -29,6 +29,7 @@ const sidebars = {
items: [{ type: 'autogenerated', dirName: 'architecture-pattern' }]
}],
devOpsSidebar: [{ type: 'autogenerated', dirName: 'dev-ops' }],
aiSidebar: [{ type: 'autogenerated', dirName: 'ai' }],
techSidebar: [
{
type: 'category',
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