AIDAC

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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: (1) AI education materials for science and engineering students, and (2) Tutorials for AI-driven electronic design automation tools from AIDAC.

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Welcome to the specialization

Welcome to the specialization AIDAC

95 views - 8 months ago

Tutorial: Regression Learner

Tutorial: Regression Learner AIDAC

73 views - 9 months ago

Tutorial: Export Model

Tutorial: Export Model AIDAC

14 views - 9 months ago

Tutorial: Classification Learner

Tutorial: Classification Learner AIDAC

55 views - 9 months ago

Tutorial: MATLAB Classification and Regression Learner Apps

Tutorial: MATLAB Classification and Regression Learner Apps AIDAC

153 views - 9 months ago

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

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

8 views - 9 months ago

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

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

97 views - 9 months ago

Underfitting and Overfitting: Methods to Improve Overfitting

Underfitting and Overfitting: Methods to Improve Overfitting AIDAC

9 views - 9 months ago

Underfitting and Overfitting: Concepts

Underfitting and Overfitting: Concepts AIDAC

12 views - 9 months ago

Neural Network Training: More on Neural Network Training

Neural Network Training: More on Neural Network Training AIDAC

14 views - 9 months ago

Neural Network Training: Backward Propagation

Neural Network Training: Backward Propagation AIDAC

65 views - 9 months ago

Neural Network Training: Forward Propagation

Neural Network Training: Forward Propagation AIDAC

370 views - 9 months ago

Artificial Neural Network Introduction: ANN Structure

Artificial Neural Network Introduction: ANN Structure AIDAC

24 views - 9 months ago

Artificial Neural Network Introduction: Introduction

Artificial Neural Network Introduction: Introduction AIDAC

21 views - 9 months ago

Module 11: Introduction to Week 11's Study

Module 11: Introduction to Week 11's Study AIDAC

10 views - 9 months ago

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

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

27 views - 9 months ago

Case Study 1: Banknote Classification (Linear SVM)

Case Study 1: Banknote Classification (Linear SVM) AIDAC

8 views - 9 months ago

Support Vector Machine Implementation: 2D Point Classification Example

Support Vector Machine Implementation: 2D Point Classification Example AIDAC

7 views - 9 months ago

Support Vector Machine Implementation: Iris Flower Example

Support Vector Machine Implementation: Iris Flower Example AIDAC

66 views - 9 months ago

Support Vector Machine Implementation: MATLAB Implementation of SVM

Support Vector Machine Implementation: MATLAB Implementation of SVM AIDAC

41 views - 9 months ago

Support Vector Machines: Multi-Class SVM

Support Vector Machines: Multi-Class SVM AIDAC

739 views - 9 months ago

Support Vector Machines: Non-Linear SVM

Support Vector Machines: Non-Linear SVM AIDAC

94 views - 9 months ago

Support Vector Machines: Linear SVM of Soft Margin Classifier

Support Vector Machines: Linear SVM of Soft Margin Classifier AIDAC

94 views - 9 months ago

Support Vector Machines: Linear SVM of Hard Margin Classifier

Support Vector Machines: Linear SVM of Hard Margin Classifier AIDAC

56 views - 9 months ago

Support Vector Machine Fundamentals: Types of SVM

Support Vector Machine Fundamentals: Types of SVM AIDAC

85 views - 9 months ago

Support Vector Machine Fundamentals: Concepts

Support Vector Machine Fundamentals: Concepts AIDAC

10 views - 9 months ago

Module 10: Introduction to Week 10's Study

Module 10: Introduction to Week 10's Study AIDAC

4 views - 9 months ago

Data Preparation Overview

Data Preparation Overview AIDAC

15 views - 9 months ago

Construct Training and Test Sets for Model Evaluation: Cross-Validation

Construct Training and Test Sets for Model Evaluation: Cross-Validation AIDAC

8 views - 9 months ago

Construct Training and Test Sets for Model Evaluation

Construct Training and Test Sets for Model Evaluation AIDAC

11 views - 9 months ago

Data Transform: Normalization, Standardization, Power Transform

Data Transform: Normalization, Standardization, Power Transform AIDAC

32 views - 9 months ago

Distributions, Outliers and Their Removal: The Z-Score and IQR Method for Outliers Removal

Distributions, Outliers and Their Removal: The Z-Score and IQR Method for Outliers Removal AIDAC

13 views - 9 months ago

Distributions, Outliers and Their Removal: Gaussian Distribution, Skewness and Outliers

Distributions, Outliers and Their Removal: Gaussian Distribution, Skewness and Outliers AIDAC

30 views - 9 months ago

Basic Data Cleaning Review

Basic Data Cleaning Review AIDAC

2 views - 9 months ago

Module 9: Introduction to Week 9's Study

Module 9: Introduction to Week 9's Study AIDAC

3 views - 9 months ago

Summary of the ML Process

Summary of the ML Process AIDAC

6 views - 9 months ago

ML Model Evaluation Fundamentals: Fundamental Concepts in ML Model Evaluation

ML Model Evaluation Fundamentals: Fundamental Concepts in ML Model Evaluation AIDAC

13 views - 9 months ago

ML Model Evaluation Fundamentals: Fundamental Concepts in ML Model Evaluation

ML Model Evaluation Fundamentals: Fundamental Concepts in ML Model Evaluation AIDAC

82 views - 9 months ago

ML Model Training Fundamentals: Gradient Descent

ML Model Training Fundamentals: Gradient Descent AIDAC

22 views - 9 months ago

ML Model Training Fundamentals: Loss Functions and Gradient Descent

ML Model Training Fundamentals: Loss Functions and Gradient Descent AIDAC

71 views - 9 months ago

ML Model Training Fundamentals: Parameters, Hyperparameters, and Loss Functions

ML Model Training Fundamentals: Parameters, Hyperparameters, and Loss Functions AIDAC

87 views - 9 months ago

Module 8: Introduction to Week 8's Study

Module 8: Introduction to Week 8's Study AIDAC

3 views - 9 months ago

MATLAB Implementation: Simple Linear Regression and KNN

MATLAB Implementation: Simple Linear Regression and KNN AIDAC

13 views - 9 months ago

Mapping Inputs to Outputs: Evaluate Output

Mapping Inputs to Outputs: Evaluate Output AIDAC

8 views - 9 months ago

Mapping Inputs to Outputs: Non-Parametric ML Model

Mapping Inputs to Outputs: Non-Parametric ML Model AIDAC

13 views - 9 months ago

Mapping Inputs to Outputs: Parametric ML Model

Mapping Inputs to Outputs: Parametric ML Model AIDAC

16 views - 9 months ago

Mapping Inputs to Outputs: Data Representation

Mapping Inputs to Outputs: Data Representation AIDAC

60 views - 9 months ago

Machine Learning Fundamentals: Fundamental Concepts in Machine Learning (2)

Machine Learning Fundamentals: Fundamental Concepts in Machine Learning (2) AIDAC

35 views - 9 months ago

Machine Learning Fundamentals: Fundamental Concepts in Machine Learning (1)

Machine Learning Fundamentals: Fundamental Concepts in Machine Learning (1) AIDAC

21 views - 9 months ago

Machine Learning Fundamentals: What is Machine Learning

Machine Learning Fundamentals: What is Machine Learning AIDAC

17 views - 9 months ago

Module 7: Introduction to Week 7's Study

Module 7: Introduction to Week 7's Study AIDAC

26 views - 9 months ago

Use PSO via MATLAB: Case Studies

Use PSO via MATLAB: Case Studies AIDAC

8 views - 9 months ago

Use PSO via MATLAB: Employ the Function

Use PSO via MATLAB: Employ the Function AIDAC

11 views - 9 months ago

Use PSO via MATLAB: PSO Function

Use PSO via MATLAB: PSO Function AIDAC

22 views - 9 months ago

Particle Swarm Optimization: Workflow Demo

Particle Swarm Optimization: Workflow Demo AIDAC

29 views - 9 months ago

Particle Swarm Optimization: Operators

Particle Swarm Optimization: Operators AIDAC

12 views - 9 months ago

Particle Swarm Optimization: A First Introduction

Particle Swarm Optimization: A First Introduction AIDAC

12 views - 9 months ago

Module 6 Introduction to Week 6's Study

Module 6 Introduction to Week 6's Study AIDAC

2 views - 9 months ago

Use GA via MATLAB: Case Studies

Use GA via MATLAB: Case Studies AIDAC

19 views - 9 months ago

Use GA via MATLAB: Employ the Function

Use GA via MATLAB: Employ the Function AIDAC

25 views - 9 months ago