20T2
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Week 1
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Outline
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Assessments
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Homework Example
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Assignment Example
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Reference Book
https://github.com/datawhalechina/pumpkin-book
https://github.com/Mikoto10032/DeepLear ning/blob/master/books/%E6%9C%BA%E5%9 9%A8%E5%AD%A6%E4%B9%A0%E5%91%A8%E5 %BF%97%E5%8D%8E.pdf
3.1 3.2
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Supervised and unsupervised learning
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Supervised and unsupervised learning
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Regression
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Regression
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Regression
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Regression
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Regression
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Regression
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Gradient Descent
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Gradient Descent
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Gradient Descent
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Gradient Descent
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Probability vs Statistics
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Sampling
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Estimation
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Estimation
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Estimation
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Estimation
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Estimation
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Closed-form solution
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Closed-form solution
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Closed-form solution
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Probabilistic interpretation
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Linear regression for curve shapes
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Linear regression for curve shapes
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Regularization
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Regularization
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Regularization
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Regularization
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Regularization
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Train Valid & Test
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Bias-Variance Tradeoff
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Bias-Variance Tradeoff
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Bias-Variance Tradeoff
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Bias-Variance Tradeoff