# 課程規劃與說明
---
# 教育資料探勘專題
---
# 資料探勘
---
### 我會出現的時間
| 日期 | 進度與內容 |
| -------- | -------- |
09/13 | [Recommerder - Azure ML](https://hackmd.io/@suensummit/S1PQuaRCh)
09/20* | [Recommerder - (Azure) OpenAI Service](https://hackmd.io/@suensummit/H1eXaMPkT)
09/27 | [CV with AI tools - Azure Form Recognizer](https://hackmd.io/@suensummit/ry7Znb2J6)
10/04* | [LLM Practice ~~CV with AI tools - Azure Form Recognizer~~](https://hackmd.io/@suensummit/SkVZidce6)
---
### 我會出現的時間
| 日期 | 進度與內容 |
| -------- | -------- |
10/11 | [NLP with AI tools - ~~Azure Language Studio~~](https://hackmd.io/@suensummit/B1oeRVZWp)
10/18 | [NLP with AI tools - ~~Azure Language Studio~~](https://hackmd.io/@suensummit/HksEQ_Iba)
10/25* | [NLP with AI tools - ~~(Azure) OpanAI Service~~ LLMOps](https://hackmd.io/@suensummit/HksEQ_Iba)
| | 期末發表
---
### 評分標準
- 三次作業
- [Lab 1](https://hackmd.io/@suensummit/SylQJG21p)
- [Lab 2](https://hackmd.io/@suensummit/BJfSpNUWp)
- [Lab 3](https://hackmd.io/@suensummit/ByR3n2GfT)
- 繳交方式：上傳 GitHub，提供 repo 連結
- 繳交期間：兩個星期，不收遲交
- 填空 Notebook 或是 Project 形式，完成度為主
- BONUS: [Hugging Face](https://huggingface.co/)
---
# 建議你先看一看
---
<iframe src="http://gamma.app/embed/-LLM-Roadmap-0pv5lh3kbogyoae" width="100%" height="499" frameborder="0" marginheight="0" marginwidth="0">淺談 LLM 應用開發 Roadmap</iframe>
---
# TL;DR
---
# 資料科學三大方向
MLDM 常見應用
---
# 推薦系統
Recommerder
---
# 電腦視覺
Computer Vision
- [x] 影像辨識 ImageNet
- [x] 物件偵測 YOLO
- [ ] 圖像生成 GenAI
---
# 自然語言處理
Natural Language Processing
斷詞、理解詞；第二步則是分析句子，包含語法及語義的自動解析。
認知 -> 理解 -> 生成
https://aiacademy.tw/what-is-nlp-natural-language-processing/
{"description":"Recommerder - Azure MLRecommerder - (Azure) OpenAI ServiceCV with AI tools - Azure Form RecognizerCV with AI tools - Azure Form RecognizerNLP with AI tools - Azure Language StudioNLP with AI tools - Azure Language StudioNLP with AI tools - (Azure) OpanAI Service","contributors":"[{\"id\":\"f86386aa-f010-402c-b40f-4d1d7d6afa8b\",\"add\":2621,\"del\":950}]","title":"week_1_outline_and_ prerequisite_2023"}