李宏毅 ML2021 機器學習筆記
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machinelearning
37 items with this tag.
Jun 01, 2026
第01堂課：機器學習基本概念
machinelearning
ml2021
Jun 01, 2026
第02堂課：深度學習基礎 - 突破線性模型的限制
machinelearning
ml2021
Jun 01, 2026
第03堂課：機器學習任務攻略 (Overfitting & Optimization)
machinelearning
deeplearning
overfitting
optimization
Jun 01, 2026
第04堂課：類神經網路訓練不起來怎麼辦 (一)： 局部最小值 (local minima) 與鞍點 (saddle point)
machinelearning
ml2021
optimization
gradientdescent
criticalpoint
saddlepoint
localminima
hessian
Jun 01, 2026
第05堂課：類神經網路訓練不起來怎麼辦 (二)： 批次 (batch) 與動量 (momentum)
machinelearning
ml2021
Jun 01, 2026
第06堂課：類神經網路訓練不起來怎麼辦 (三)：自動調整學習速率 (Learning Rate)
machinelearning
ml2021
optimizer
adaptivelearningrate
adagrad
rmsprop
adam
learningratescheduling
warmup
learningratedecay
Jun 01, 2026
第07堂課：What to do when optimization fails? (Part 3 of 4)
machinelearning
ml2021
overfitting
modelbias
optimization
Jun 01, 2026
第08堂課：類神經網路訓練不起來怎麼辦 (四)：損失函數 (Loss) 也可能有影響
machinelearning
ml2021
classification
softmax
crossentropy
Jun 01, 2026
第09堂課：Classification (Short Version)
machinelearning
ml2021
modelbias
overfitting
optimization
Jun 01, 2026
第10堂課：卷積神經網路 (Convolutional Neural Networks, CNN)
machinelearning
ml2021
cnn
convolutionalneuralnetworks
deeplearning
imageprocessing
Jun 01, 2026
第11堂課：Convolutional Neural Networks
machinelearning
ml2021
Jun 01, 2026
第12堂課：Self-Attention 簡介 - 處理變長序列輸入
machinelearning
ml2021
selfattention
transformer
sequencelabeling
Jun 01, 2026
第13堂課：自注意力機制 (Self-attention) (下) - 自注意力機制 Self-Attention
machinelearning
ml2021
selfattention
transformer
Jun 01, 2026
第14堂課：自注意力機制 (Self-Attention) - 處理變長序列輸入
machinelearning
ml2021
evaluation
Jun 01, 2026
第15堂課：Self-attention (Part 2 of 2)
machinelearning
ml2021
evaluation
Jun 01, 2026
第16堂課：Batch Normalization
machinelearning
ml2021
batchnormalization
optimization
deeplearning
Jun 01, 2026
第17堂課：批次正規化 (Batch Normalization)
machinelearning
ml2021
deeplearning
batchnormalization
Jun 01, 2026
第18堂課：Transformer (上)
machinelearning
ml2021
Jun 01, 2026
第19堂課：Transformer (Part 1 of 2)
machinelearning
ml2021
batchnormalization
deeplearning
Jun 01, 2026
第20堂課：Transformer (Part 2 of 2)
machinelearning
ml2021
deeplearning
optimization
Jun 01, 2026
第21堂課：生成對抗網路 (Generative Adversarial Network, GAN)
machinelearning
ml2021
Jun 01, 2026
第22堂課：Unknown Title (Video 22)
machinelearning
ml2021
gan
generativemodel
Jun 01, 2026
第23堂課：Generative Adversarial Network (GAN) 生成對抗網路
machinelearning
ml2021
Jun 01, 2026
第24堂課：Generative Adversarial Network (GAN)
machinelearning
ml2021
gan
deeplearning
Jun 01, 2026
第25堂課：GAN 的魔幻應用 - 非監督學習
machinelearning
ml2021
generativemodels
gan
Jun 01, 2026
第26堂課：Self-Supervised Learning (Video 26)
machinelearning
ml2021
Jun 01, 2026
第27堂課：Unknown Title (Video 27)
machinelearning
ml2021
Jun 01, 2026
第28堂課：Self-Supervised Learning (自監督學習)
machinelearning
ml2021
Jun 01, 2026
第29堂課：Self-Supervised Learning (Video 29)
machinelearning
ml2021
Jun 01, 2026
第30堂課：Unknown Title (Video 30)
machinelearning
ml2021
Jun 01, 2026
第31堂課：Adversarial Attack
machinelearning
ml2021
Jun 01, 2026
第32堂課：Adversarial Attack (Video 32)
machinelearning
ml2021
adversarialattack
deeplearning
Jun 01, 2026
第33堂課：Adversarial Attack
machinelearning
ml2021
Jun 01, 2026
第34堂課：Unknown Title (Video 34)
machinelearning
ml2021
Jun 01, 2026
第35堂課：Domain Adaptation
machinelearning
ml2021
domainadaptation
transferlearning
dann
Jun 01, 2026
第36堂課：Introduction of Deep Reinforcement Learning (RL)
machinelearning
ml2021
reinforcementlearning
Jun 01, 2026
第37堂課：Meta Learning (Learn to Learn)
machinelearning
ml2021