CS198-126

课程名称：CS 198-126: Deep Learning for Visual Data

课程主页：CS 198-126: Deep Learning for Visual Data (notion.site)

课程内容

单元	视频	章节	ppt
1.Intro to Deep Learning	b站	1.What is Machine Learning?	[Fall 2023] Intro to ML - Google 幻灯片
	源	2.Deep Learning 1: Introduction to Neural Networks	[Fall 2023] Deep Learning 1 - Google 幻灯片
		3.Deep Learning 2: Neural Network Optimization
		4.Deep Learning 3: Representation Learning
2.Essential Computer Vision		1.Images and Convolutions
		2.Convolutional Neural Networks
		3.Advanced CV Architectures
		4.Object Detection
		5.Segmentation
3.Transformers		1.Sequence Modeling
		2.Attention and Transformers
		3.Vision Transformers
		4.Multimodality and CLIP
		5.Self-Supervised Learning for CV
		6.Advanced Detection and Segmentation
4.Generative Modeling		1.Variational Autoencoders
		2.Generative Adversarial Networks (GANs) Part 1
		3.Generative Adversarial Networks (GANs) Part 2
		4.Vector Quantization
		5.Diffusion Part 1
		6.Diffusion Part 2

2022秋季课程

Modern Computer Vision

课程主页：CS 198-126 Fall 2022 (notion.site)

资料：Slides - Google 云端硬盘

视频：CS 198-126: Modern Computer Vision Fall 2022 (UC Berkeley) - YouTube