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...
Paugam-Moisy, "An introduction to deep learning," ESANN, 2011.An introduction to deep learning (invited tutorial). Hollensen, Paul,Trappenberg, Thomas P. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . 2015...
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...
Deep learning Ensemble regression Robust loss functions 1. Introduction For centuries philosophers, artists, and scientists have tried to discover the mystery of beauty [1]. In fact, the beauty of the face is gaining more and more interest due to the rapid development of plastic surgery and cosm...
1. Introduction Student’s learning attention in an offline class is a quantitative index to measure students’ learning engagement in class, which includes attention depth and attention duration. The deeper and longer students’ attention is in the class, the better the learning results will be. ...
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, ...
The purpose of this study is to identify additional clinical features for sepsis detection through the use of a novel mechanism for interpreting black-box machine learning models trained and to provide a suitable evaluation for the mechanism. We use the
Design for manufacture Optimisation Manufacturing constraints Hot stamping Machine learning Artificial neural network Surrogate model Implicit neural representation 1. Introduction 1.1. Industrial drive and research motivation Every year, thousands of structural components are designed and manufactured through sheet...
CNN Deep learning HEVC Deep learning Parallel processing Slices Video codingUse our pre-submission checklist Avoid common mistakes on your manuscript. Sections Figures References Abstract Introduction Related work Hybrid acceleration proposal Experimental results Conclusions Data availability Change history Refere...
蹚入Deep Learning的人越来越多了,直接上手写Image Classification、Speech Recognition甚至搭一个完整的Machine Translation System也不再是一个难事了,但也因为嵌套的非线性结构使得Neural Network框架更像是一个黑盒子,我们该如何解释究竟是什么因素使得有这样的预测结果。 为什么要使得AI System具备可解释性呢? 如在...