CS231n: Convolutional Neural Networks for Visual Recognition | Course

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. […]

Computational Neuroscience | Course | MS CogSci

  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 […]

Intro to Psychology | Udacity

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 to […]

Deep Learning | Udacity

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 6: […]

Introduction to the Philosophy of Cognitive Sciences | Coursera

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] […]

Machine Learning | by Andrew Ng | Coursera

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 […]

Neural Network for Machine Learning | by Geoffrey Hinton | Coursera

Brief Information Course name : Neural Network for Machine Learning Lecturer : Geoffrey 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 […]

Differential Geometry | MA

Brief Information Name : Differential Geometry 미분기하학 Lecturer : 장정환 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  

Embedded Operating System (Android) | CS

Brief Information Name : Operating System 운영체제 Lecturer : Ahn Woohyun 안우현 Semester : 2016 Fall Major : BE, Computer Science and Engineering Textbook 박성근 (2014)『이것이 안드로이드다』한빛미디어 김상형 (2016)『안드로이드 프로그래밍 정복 1』한빛미디어 김상형 (2016)『안드로이드 프로그래밍 정복 2』한빛미디어 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 […]

Partial Differential Equation | MA

Brief Information Name : Partial Differential Equation 편미분방정식론 Lecturer : Jong-woo Lee 이종우 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. […]