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scikit-learn Pipeline 實戰：前處理、交叉驗證與避免資料洩漏
·7 分鐘·
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Python
Scikit-Learn
Pipeline
ColumnTransformer
Machine-Learning
Cross-Validation
Data-Leakage
MLX-LM 長文本聊天實戰：Context、KV Cache 與記憶體取捨
·10 分鐘·
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Mlx
MLX-LM
LLM
Long Context
KV Cache
Apple-Silicon
Local AI
NumPy Broadcasting 實戰：Shape、索引、Mask 與維度對齊
·6 分鐘·
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Python
Numpy
Broadcasting
Indexing
Boolean Mask
Data-Analysis
GitHub Pull Request 實戰：Draft、Review、Checks 與安全合併
·9 分鐘·
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GitHub
Pull Request
Code Review
Branch Protection
Ci
Git
uv pip-compile migration：從 requirements.txt 到可重現部署流程
·7 分鐘·
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Python
Uv
Requirements.txt
Pip-Compile
Dependency-Management
Deployment
Pandas GroupBy 實戰：聚合、Pivot Table 與報表整理
·8 分鐘·
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Python
Pandas
GroupBy
Pivot Table
Data-Analysis
Reporting