Lecture 1: Introduction and Logistics 课程的目标 本课程的目标是学习现代深度学习系统,了解包括自动微分、神经网络架构、优化以及 GPU 上的高效操作在内的技术的底层原理。作为实践,本课程将实现一个 needle(deep learning library)库,类似 PyTorch。 为什么学习深度学习系统? 为什么学习?深度学习这一概念很早就存在了...
具体显示第一层特征的可视化函数display_network.m的详细注释可见:Deep Learning八:Stacked Autocoders and Implement deep networks for digit classification_Exercise(斯坦福大学深度学习教程UFLDL) 运行结果为: 训练集为: 特征可视化结果为: 可以看出,稀疏自动编码器学习到的特征实际上是图像的边缘 >> train Elapsed ti...
课程的作业其实是不公开的,但是2018年的版本Youtube有课程视频,Github上也有课程作业分享,所以我推荐看2018年的Lecture Notes和作业。 An introduction to Statistical Learning 大名鼎鼎的ESL(Elements of Statistical Learning, Data mining)的简化版,又称ISL。 选择这本书主要是因为CS229 18 年的课没有讲Tree相关的...
实验内容:Exercise:Sparse Coding。从10张512*512的已经白化后的灰度图像(即:Deep Learning 一_深度学习UFLDL教程:Sparse Autoencoder练习(斯坦福大学深度学习教程)中用到的数据sparseae_exercise.zip中的IMAGES.mat)中随机抽取20000张小图像块(大小为8*8或16*16),分别通过稀疏编码(Sparse Coding)和拓扑稀疏编码(topog...
Part of the book series:Lecture Notes in Electrical Engineering((LNEE,volume 853)) Abstract The massive use of the Internet, online data, and information transfer has made the computer network vulnerable to cyberattacks. Deep Learning and Machine Learning approaches are providing efficient solutions ...
All course materials for the Zero to Mastery Deep Learning with TensorFlow course. - mrdbourke/tensorflow-deep-learning
[Lecture Notes in Computer Science] Natural Language Understanding and Intelligent Applications Volume 10102 || A Deep Learning Approach for Question Answering Over Knowledge BaseWith the increase of the scale of the knowledge base, it's important to answer question over knowledge base. In this ...
Here’s the course website, where you can find extra resources — GitHub notes, Jupyter notebooks, the works! The prerequisite for this course is DS-GA 1001 Intro to Data Science or a graduate-level machine learning course. What you’ll learn: This course has 8 themes: Introduction, ...
Scipy lecture notes- cover commonly used libraries in more details and introduce more advanced topics ★★ When you are comfortable with the prerequisites, we suggest four options for studying deep learning. Choose any of them or any combination of them. The number of stars indicates the difficult...
[Lecture Notes in Electrical Engineering] Information Science and Applications 2018 Volume 514 (ICISA 2018) || A Deep Learning Approach to Mining the Relat... KJ Kim,N Baek 被引量: 0发表: 2019年 [Lecture Notes in Electrical Engineering] Information Science and Applications 2018 Volume 514 (...