Lecture 6 | Training Neural Networks I Sigmoid Problems of the sigmoid activation function Problem 1: Saturated neurons kill the gradients. Problem 2: Sigmoid outputs are not zero-centered. Suppose a given feed-forward neural network has hidden layers and all activation functions are sigmoid. Then, except the first layer, the other layers get only positive inputs. […]
Range 8.1~8.7 9.1~9.10 10.1~10.14 10.19~10.21 Chapter 8. Principal-Components Analysis 8.1. Introduction Self-organized learning Self-organized learning is a type of unsupervised learning. locality of learning 8.2. Principles of Self-Organization Principle 1: self-amplification The following rule is based on Hebb’s postulate of learning. If two neurons of a synapse are activated simultaneously, then synaptic strength is selectively […]
[latexpage] Brief Information Instructors: Susan Snycerski (Assistant Professor, San Jose State University) Greg Feist?(Professor, San Jose State University) Lauren Castellano (Udacity) Flatform: Udacity Course homepage:?https://www.udacity.com/course/intro-to-psychology–ps001 Duration 2017-08-24~present: (blank) About this course Introduction to Psychology is a journey through all of the major psychological concepts and principles. The knowledge gained from this course will allow students […]
[latexpage] Brief Information Instructor:?Vincent Vanhoucke (Principal Scientist at Google Brain) Flatform: Udacity Course homepage:?https://www.udacity.com/course/deep-learning–ud730 Duration 2017-08-24~25:?Took Lesson 1, 3-7 without programming assignments. Course Overview Lesson 1: From Machine Learning to Deep Learning Lesson 2: Assignment: notMNIST Lesson 3: Deep Neural Networks Lesson 4: Convolutional Neural Networks Lesson 5: Deep Models for Text and Sequences Lesson […]
Brief Information Course name:?Philosophy and the Sciences: Introduction to the Philosophy of Cognitive Sciences Online platform: Coursera Lecturer: Suilin Lavelle, Kenny Smith, Mark Sprevak, David Carmel, Andy Clark & Barbara Webb in?The University of Edinburgh Duration: 2017-03-20 ~ 04-24 (4 weeks) I started on 2017-03-24. Course information Record Grade Achieved: 100% Grades in detail: [LINK] […]
Brief Information Course name: Machine Learning Online platform: Coursera Lecturer: Andrew Ng?in Stanford University Duration: 2016-12-26 ~ 03-12 (11 weeks) I started on 2017-01-09. Course information Record Grade Achieved: 99.6% Grades in detail:?grade_machine_learning Certificate Key Words Lectures Week 1 Welcome to Machine Learning! This week, we introduce the core idea of teaching a computer to […]
Brief Information Course name ๐Neural Network for Machine Learning Lecturer ๐Geoffrey Hinton Duration: Syllabus Record Certificate Learning outcome About this course Learn about artificial neural networks and how they’re being used for machine learning, as applied to speech and object recognition, image segmentation, modeling language and human motion, etc. We’ll emphasize both the basic algorithms […]
Brief Information Name : Differential Geometry ๋ฏธ๋ถ๊ธฐํํ Lecturer : ์ฅ์ ํ Jang Jeonghwan Semester : 2016 Fall Major?: BS, Mathematics Textbook O’Neill,?B. (2006)?Elementary Differential Geometry.?Revised 2nd Ed.?Academic Press Syllabus : Syllabus_2016-5-2__Differential Geometry.pdf In?short The geometry of curves and surfaces Summary
Brief Information Name : Operating System ์ด์์ฒด์ Lecturer : Ahn Woohyun ์์ฐํ Semester : 2016 Fall Major?: BE,?Computer Science and Engineering Textbook ๋ฐ์ฑ๊ทผ (2014)ใ์ด๊ฒ์ด ์๋๋ก์ด๋๋คใํ๋น๋ฏธ๋์ด ๊น์ํ (2016)ใ์๋๋ก์ด๋ ํ๋ก๊ทธ๋๋ฐ ์ ๋ณต 1ใํ๋น๋ฏธ๋์ด ๊น์ํ (2016)ใ์๋๋ก์ด๋ ํ๋ก๊ทธ๋๋ฐ ์ ๋ณต 2ใํ๋น๋ฏธ๋์ด Syllabus : Syllabus_2016-5-2__Embedded Operating System.pdf In?short Programming Android programs Review the Tests Midterm: Know the code routine for a certain […]
Brief Information Name : Partial Differential Equation ํธ๋ฏธ๋ถ๋ฐฉ์ ์๋ก Lecturer : Jong-woo Lee ์ด์ข ์ฐ Semester : 2016 Fall Major?: BS, Mathematics Textbook O’Neil, P. V.?(2008) Beginning Partial Differential Equations. 2nd Ed.?Wiley-Interscience Constanda, C. (2010) Solution Techniques for Elementary Partial Differential Equations. 2nd Ed. Chapman and Hall/CRC Syllabus : Syllabus_2016-5-2__Partial Differential Equation.pdf In?short Study partial differential equations. […]