电路基础 | Week 7+8 二阶电路
初始值和终值的确定，无源激励 RLC 串联电路
CV | Lecture 11 Large Scale Distributed Training
data parallelism, activation checkpointing, other parallelism
CV | Lecture 10 Video Understanding
temporal modeling, self attention for videos, multimodal video understanding
CV | Lecture 9 Object Detection, Image Segmentation, Visualizing
in-network unsampling, object detection, instance segmentation, visualization
代数结构 | Week 7+8 正规子群和商群
正规子群、商群
信号与系统 | Week 6+7 离散时间傅里叶变换
离散时间傅里叶变换、周期信号的傅里叶变换、离散时间傅里叶变换的性质、有线性常系数差分方程表征的系统
CV | Lecture 8 Attention and Transformers
self-attention, transformers, ViT, tweaks of transformers
CV | Lecture 7 Recurrent Neural Networks
sequence modeling, RNN, applications, LSTM, morden RNNs
CV | Lecture 6 CNN Architectures
CNN structure, CNN training
CV | Lecture 5 Image Classification with CNNs
Convolutional Networks, convolution layer, pooling layers