\[ \begin{align}\begin{aligned}\newcommand{\ba}{\boldsymbol{a}}
\newcommand{\bb}{\boldsymbol{b}}
\newcommand{\be}{\boldsymbol{e}}
\newcommand{\bw}{\boldsymbol{w}}
\newcommand{\bx}{\boldsymbol{x}}
\newcommand{\by}{\boldsymbol{y}}
\newcommand{\bz}{\boldsymbol{z}}
\newcommand{\bd}{\boldsymbol{d}}
\newcommand{\bv}{\boldsymbol{v}}
\newcommand{\bs}{\boldsymbol{s}}\\\newcommand{\btheta}{\boldsymbol{\theta}}
\newcommand{\bbeta}{\boldsymbol{\beta}}
\newcommand{\bgamma}{\boldsymbol{\gamma}}
\newcommand{\bsigma}{\boldsymbol{\sigma}}
\newcommand{\md}{\mbox{d}}
\newcommand{\bmu}{\boldsymbol{\mu}}
\newcommand{\bone}{\boldsymbol{1}}
\newcommand{\trans}{^{\rm\scriptsize T}}
\newcommand{\var}{\mathrm{var}}\\\newcommand{\bA}{\boldsymbol{A}}
\newcommand{\bB}{\boldsymbol{B}}
\newcommand{\bC}{\boldsymbol{C}}
\newcommand{\bD}{\boldsymbol{D}}
\newcommand{\bI}{\boldsymbol{I}}
\newcommand{\bM}{\boldsymbol{M}}
\newcommand{\bW}{\boldsymbol{W}}
\newcommand{\bX}{\boldsymbol{X}}
\newcommand{\bY}{\boldsymbol{Y}}
\newcommand{\bZ}{\boldsymbol{Z}}
\newcommand{\cotp}{\textcolor{ #30D158FF }{TP}}
\newcommand{\cotn}{\textcolor{#64D2FFFF}{TN}}
\newcommand{\cofp}{\textcolor{#5E5CE6FF}{FP}}
\newcommand{\cofn}{\textcolor{#BF5AF2FF}{FN}}\\\newcommand{\numcotp}{\textcolor{ #30D158FF }{50}}
\newcommand{\numcotn}{\textcolor{#64D2FFFF}{30}}
\newcommand{\numcofp}{\textcolor{#5E5CE6FF}{10}}
\newcommand{\numcofn}{\textcolor{#BF5AF2FF}{10}}\end{aligned}\end{align} \]
欢迎来到《人工智能与机器学习》线上课程#
课件（英文）
第二章： 2-1 Neural Network with One Hidden Layer I 、 2-2 Neural Network with One Hidden Layer II 、2-3 Activation Function 、2-4 Gradient Descent Algorithms 、2-5 Neural Network with Multiple Hidden Layers 、2-6 Evaluation of Binary Classification Models 、2-7 Softmax Regression。
第三章： 3-1 Bias-Variance Analysis 、 3-2 Regularization 、3-3 Batch Normalization
第四章： 4-1 Convolution 、 4-2 Convolution Neural Network I 、 4-3 Convolution Neural Network II 、4-4 More Examples 、4-5 ResNet
第五章：5-1 Introduction 、 5-2 More RNNs 、 5-3 Attention 、 5-4 Transformers 、 5-5 BERT
第六章：6-1 Graph Models