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# System prepended metadata

title: Machine Learning筆記
tags: [machine learning]

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Machine Learning筆記
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[李宏毅老師 ML 2021 線上課程](https://speech.ee.ntu.edu.tw/~hylee/ml/2021-spring.php?fbclid=IwAR3elZS5DBF_LhkPW0pUHcXPKJMQoVHtdBYGPxLUn0XE-WGe3vuAszoo9dw)

Introduction
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* [什麼是machine learning](/4gptIM_OTa-FeER3q4g3gg)

機器學習攻略
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* [各種狀況](/L6A9w4N7RKujL9A5Ew8OtA)
* [選哪一個訓練好的 model 比較好](/vglrwBbITL-WH2hMJPIeSQ)

Classification (Long Version)
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* [Classification](/7ExPbzupQ0aYYmiW97SJrg)
* [Logistic Regression](/FVlEtdcARPOQ8br5pMJJKg)

Tips of Learning
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* [以Hessian判斷目前為何種critical point](/tm0jSkhtTLSxmjQHYLe4dg)
* [Batch(批次) and Momentum(動量)](/rD8sOQvARaW9sbTUHcDDRg)
* [Adaptive Learning Rate](/q7tWquFWQS2Xb3oSPblL1w)
* [Classification (Short Version)](/XtzIJsfeRVSuATOzYYSYmQ)
(帶出Loss Function選擇的重要性)
* [Quick Introduction of Batch Normalization](/2BFf2w5XQC6ZNN2KHzbB2w)

CNN & Self-Attention
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* [Convolutional Neural Network (CNN)](/4yBif_jGTSKpCXjOEwrfoQ)
* [Self-attention (取代RNN)](/SGZOnc3XTruMG6eIua2A9A)


扛不住了，停更
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1小時的影片作筆記要3小時勒乾

###### tags: `machine learning`