artificial intelligence

Deep Learning by I. Goodfellow, Y. Bengio and A. Courville

Chapter 1 (h3) Section 1.1 (h4) Section 1.1.1 (h5) Theme (h6) Chapter 1 Introduction The performance of machine learning algorithms depends heavily on the representation of the data. The representation consists of features. Representation learning is machine learning to learn efficient representation of the given data. Deep learning so  

Studying ‘Deep Learning’

References Lectures Hinton, G. (2013) Neural Networks for Machine Learning. Coursera Deep Learning Nanodegree Foundations. Udacity CS231n: Convolutional Neural Networks for Visual Recognition.?Stanford University CS224d: Deep Learning for Natural Language Processing.?Stanford University CS 294-131: Special Topics in Deep Learning.?UC Berkeley CS 294: Deep Reinforcement Learning, Spring 2017.?UC Berkeley Vanhoucke, V.. Deep Learning. Udacity Books Goodfellow, […]

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] […]

How to Install Caffe

Install Caffe on?Linux Ubuntu 16.04 My Configurations Linux: Ubuntu 16.04 LTS Anaconda: Anaconda 2 (64-bit),?Anaconda2-4.3.0-Linux-x86_64.sh CPU or GPU: CPU Install Caffe 1. Install CUDA 8 (Optional. I failed this installation.) Go to the CUDA download page(https://developer.nvidia.com/cuda-downloads). ‘ Go to the directory where the downloaded file cuda_8.0.44_linux.run?is located.

I got an error. http://askubuntu.com/questions/149206/how-to-install-nvidia-run Hit CTRL+ALT+F1 […]

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 […]

Studying ‘Artificial Intelligence’

Study Procedure Find and understand overall sub-fields of the artificial intelligence References Artificial intelligence – Wikipedia, the free encyclopedia Introduction to the artificial intelligence Sub-fields of the Artificial Intelligence The fields of the AI can be classified by goals, approaches, and tools. Goals Deduction, reasoning, problem solving Knowledge representation Default reasoning and the qualification problem […]

Machine Learning: Regression | Machine Learning Specialization | Coursera

Brief Information Name : Machine Learning:?Regression Lecturer 😕Carlos Guestrin?and?Emily Fox Duration: 2015-12-28 ~ 2016-02-15 (6 weeks) Course : The 2nd(2/6) course of Machine Learning Specialization?in Coursera Syllabus Record Certificate Learning outcome Describe the input and output of a regression model. Compare and contrast bias and variance when modeling data. Estimate model parameters using optimization algorithms. […]

Machine Learning Foundations: A Case Study Approach | Machine Learning Specialization | Coursera | Course

Brief Information Name : Machine Learning Foundations: A Case Study Approach Lecturer 😕Carlos Guestrin?and?Emily Fox Duration: 2015-10-22 ~ 11-02 (6 weeks) (~11-09) Course : The 1st (1/6) course of Machine Learning Specialization?in Coursera Syllabus Record Certificate Learning outcome Identify potential applications of machine learning in practice. Describe the core differences in analyses enabled by regression, […]