李宏毅 ML 2021 Notes

• Training ML model
• Classification
• Batch Normalization
• CNN
• Self-attention
• Transformer
• GAN
• Bert、GPT
• Auto-Encoder
• Adversarial Attack
• Explainable ML
• RL
• LLL
• Network Compression
• Meta Learning

Courses

• HW1：Regression [code]
• HW2：Classification [code]
• HW3：CNN [code]
• HW4：Self-Attention [code]
• HW5：Transformer [code]

Kaggle

• MNIST [Overview] [code]
• Titanic [Overview] [code]

Reference

• HUNG-YI LEE ML 2021
• Pytorch tutorial
• 1am9trash
• Nancy1229
• Titanic

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Homework received a lot of help from the reference, I'll continue to study hard, thanks a lot! 😄

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