AIDAC-education

@UCifwck8KW6-9FIvlunLPJmw - 33 subscribers

This is the YouTube channel of AI-Driven Design Automation and Computer-aided Engineering Lab (AIDAC), University of Glasgow, Scotland, led by Prof. Bo Liu. This channel provides AI education materials for science and engineering students.

Home Videos Live Playlists

025 - Data Preparation Overview

025 - Data Preparation Overview AIDAC-education

6 views - 9 months ago

026 - Module 10： Introduction to Week 10's Study

026 - Module 10： Introduction to Week 10's Study AIDAC-education

3 views - 9 months ago

030 - Support Vector Machines： Linear SVM of Soft Margin Classifier

030 - Support Vector Machines： Linear SVM of Soft Margin Classifier AIDAC-education

26 views - 9 months ago

028 - Support Vector Machine Fundamentals： Types of SVM

028 - Support Vector Machine Fundamentals： Types of SVM AIDAC-education

15 views - 9 months ago

031 - Support Vector Machines： Non-Linear SVM

031 - Support Vector Machines： Non-Linear SVM AIDAC-education

22 views - 9 months ago

032 - Support Vector Machines： Multi-Class SVM

032 - Support Vector Machines： Multi-Class SVM AIDAC-education

6 views - 9 months ago

027 - Support Vector Machine Fundamentals： Concepts

027 - Support Vector Machine Fundamentals： Concepts AIDAC-education

12 views - 9 months ago

029 - Support Vector Machines： Linear SVM of Hard Margin Classifier

029 - Support Vector Machines： Linear SVM of Hard Margin Classifier AIDAC-education

19 views - 9 months ago

041 - Neural Network Training： Forward Propagation

041 - Neural Network Training： Forward Propagation AIDAC-education

5 views - 9 months ago

033 - Support Vector Machine Implementation： MATLAB Implementation of SVM

033 - Support Vector Machine Implementation： MATLAB Implementation of SVM AIDAC-education

14 views - 9 months ago

036 - Case Study 1： Banknote Classification (Linear SVM)

036 - Case Study 1： Banknote Classification (Linear SVM) AIDAC-education

9 months ago

034 - Support Vector Machine Implementation： Iris Flower Example

034 - Support Vector Machine Implementation： Iris Flower Example AIDAC-education

4 views - 9 months ago

039 - Artificial Neural Network Introduction： Introduction

039 - Artificial Neural Network Introduction： Introduction AIDAC-education

6 views - 9 months ago

038 - Module 11： Introduction to Week 11's Study

038 - Module 11： Introduction to Week 11's Study AIDAC-education

2 views - 9 months ago

042 - Neural Network Training： Backward Propagation

042 - Neural Network Training： Backward Propagation AIDAC-education

6 views - 9 months ago

037 - Case Study 2： Raisin Classification (Non-Linear SVM)

037 - Case Study 2： Raisin Classification (Non-Linear SVM) AIDAC-education

2 views - 9 months ago

040 - Artificial Neural Network Introduction： ANN Structure

040 - Artificial Neural Network Introduction： ANN Structure AIDAC-education

9 months ago

035 - Support Vector Machine Implementation： 2D Point Classification Example

035 - Support Vector Machine Implementation： 2D Point Classification Example AIDAC-education

9 months ago

044 - Underfitting and Overfitting： Concepts

044 - Underfitting and Overfitting： Concepts AIDAC-education

2 views - 9 months ago

048 - Tutorial： MATLAB Classification and Regression Learner Apps

048 - Tutorial： MATLAB Classification and Regression Learner Apps AIDAC-education

19 views - 9 months ago

051 - Tutorial： Regression Learner

051 - Tutorial： Regression Learner AIDAC-education

21 views - 9 months ago

045 - Underfitting and Overfitting： Methods to Improve Overfitting

045 - Underfitting and Overfitting： Methods to Improve Overfitting AIDAC-education

9 months ago

002 - Module 4 Introduction to Week 4's Study

002 - Module 4 Introduction to Week 4's Study AIDAC-education

2 views - 9 months ago

050 - Tutorial： Export Model

050 - Tutorial： Export Model AIDAC-education

2 views - 9 months ago

049 - Tutorial： Classification Learner

049 - Tutorial： Classification Learner AIDAC-education

7 views - 9 months ago

046 - ANN Implementation in MATLAB and Case Studies： Build an ANN Using MATLAB

046 - ANN Implementation in MATLAB and Case Studies： Build an ANN Using MATLAB AIDAC-education

9 months ago

043 - Neural Network Training： More on Neural Network Training

043 - Neural Network Training： More on Neural Network Training AIDAC-education

9 months ago

047 - ANN Implementation in MATLAB and Case Studies： A Case Study on Diabetes Diagnosis

047 - ANN Implementation in MATLAB and Case Studies： A Case Study on Diabetes Diagnosis AIDAC-education

2 views - 9 months ago

006 - Optimization Objectives and Constraints： Multiple Objectives

006 - Optimization Objectives and Constraints： Multiple Objectives AIDAC-education

10 views - 9 months ago

012 - Case Studies (4)

012 - Case Studies (4) AIDAC-education

2 views - 9 months ago

009 - Case Studies (1)

009 - Case Studies (1) AIDAC-education

9 months ago

005 - Optimization Objectives and Constraints： Objectives and Constraints

005 - Optimization Objectives and Constraints： Objectives and Constraints AIDAC-education

9 months ago

010 - Case Studies (2)

010 - Case Studies (2) AIDAC-education

9 months ago

011 - Case Studies (3)

011 - Case Studies (3) AIDAC-education

9 months ago

008 - Formulate Engineering Problems to Optimization Problems： Procedures and A Case Study

008 - Formulate Engineering Problems to Optimization Problems： Procedures and A Case Study AIDAC-education

6 views - 9 months ago

003 - Introduction to Optimization： Concepts and Applications

003 - Introduction to Optimization： Concepts and Applications AIDAC-education

6 views - 9 months ago

007 - Global and Local Optimization： Concepts

007 - Global and Local Optimization： Concepts AIDAC-education

3 views - 9 months ago

004 - Introduction to Optimization： Further Applications

004 - Introduction to Optimization： Further Applications AIDAC-education

9 months ago

020 - Use GA via MATLAB： Employ the Function

020 - Use GA via MATLAB： Employ the Function AIDAC-education

8 views - 9 months ago

017 - Genetic Algorithms： GA Crossover and Mutation

017 - Genetic Algorithms： GA Crossover and Mutation AIDAC-education

28 views - 9 months ago

021 - Use GA via MATLAB： Case Studies

021 - Use GA via MATLAB： Case Studies AIDAC-education

3 views - 9 months ago

022 - Module 6 Introduction to Week 6's Study

022 - Module 6 Introduction to Week 6's Study AIDAC-education

9 months ago

018 - Genetic Algorithms： GA Stopping Criterion and Summary

018 - Genetic Algorithms： GA Stopping Criterion and Summary AIDAC-education

9 months ago

015 - Genetic Algorithm： A Demo

015 - Genetic Algorithm： A Demo AIDAC-education

13 views - 9 months ago

014 - Genetic Algorithm： A First Introduction

014 - Genetic Algorithm： A First Introduction AIDAC-education

2 views - 9 months ago

013 - Module 5 Introduction to Week 5's Study

013 - Module 5 Introduction to Week 5's Study AIDAC-education

9 months ago

016 - Genetic Algorithms： GA Representation, Initialization and Selection

016 - Genetic Algorithms： GA Representation, Initialization and Selection AIDAC-education

7 views - 9 months ago

019 - Use GA via MATLAB： GA Function

019 - Use GA via MATLAB： GA Function AIDAC-education

2 views - 9 months ago

003 - MATLAB Basics： The Computing Environment

003 - MATLAB Basics： The Computing Environment AIDAC-education

13 views - 9 months ago

001 - Welcome to the specialization

001 - Welcome to the specialization AIDAC-education

44 views - 9 months ago

002 - Introduction to Course 1 and Week 1's Study

002 - Introduction to Course 1 and Week 1's Study AIDAC-education

13 views - 9 months ago

023 - Particle Swarm Optimization： A First Introduction

023 - Particle Swarm Optimization： A First Introduction AIDAC-education

2 views - 9 months ago

026 - Use PSO via MATLAB： PSO Function

026 - Use PSO via MATLAB： PSO Function AIDAC-education

9 months ago

004 - Tutorial： MATLAB Basics

004 - Tutorial： MATLAB Basics AIDAC-education

7 views - 9 months ago

024 - Particle Swarm Optimization： Operators

024 - Particle Swarm Optimization： Operators AIDAC-education

9 months ago

025 - Particle Swarm Optimization： Workflow Demo

025 - Particle Swarm Optimization： Workflow Demo AIDAC-education

7 views - 9 months ago

028 - Use PSO via MATLAB： Case Studies

028 - Use PSO via MATLAB： Case Studies AIDAC-education

5 views - 9 months ago

027 - Use PSO via MATLAB： Employ the Function

027 - Use PSO via MATLAB： Employ the Function AIDAC-education

9 months ago

014 - Tutorial： MATLAB Debug Example

014 - Tutorial： MATLAB Debug Example AIDAC-education

9 months ago

008 - MATLAB Matrices： Access Elements in a Matrix

008 - MATLAB Matrices： Access Elements in a Matrix AIDAC-education

2 views - 9 months ago