Канал: HK Lam

Particle Swarm Optimization - Part 5: Veclocity Clamping

Particle Swarm Optimization - Part 5: Veclocity Clamping

Particle Swarm Optimization - Part 4: Velocity Components

Particle Swarm Optimization - Part 4: Velocity Components

Particle Swarm Optimization - Part 3: Local Best PSO

Particle Swarm Optimization - Part 3: Local Best PSO

Particle Swarm Optimization - Part 2: Global Best PSO

Particle Swarm Optimization - Part 2: Global Best PSO

Particle Swarm Optimization (PSO) - Part 1: Introduction

Particle Swarm Optimization (PSO) - Part 1: Introduction

Cultering for Unknown Number of CLusters - Unsupervised Learning and Clustering

Cultering for Unknown Number of CLusters - Unsupervised Learning and Clustering

Competitive Learning - Unsupervised Learning and Clustering

Competitive Learning - Unsupervised Learning and Clustering

Hierarchical Clustering - Unsupervised Learning and Clustering

Hierarchical Clustering - Unsupervised Learning and Clustering

Iterative Optimisation - Unsupervised Learning and Clustering

Iterative Optimisation - Unsupervised Learning and Clustering

Fuzzy K-Means Clustering - Unsupervised Learning and Clustering

Fuzzy K-Means Clustering - Unsupervised Learning and Clustering

K-Means Clustering - Unsupervised Learning and Clustering

K-Means Clustering - Unsupervised Learning and Clustering

Unsupervised Learning and Clustering - Introduction

Unsupervised Learning and Clustering - Introduction

Intelligent Control and Machine Learning - Concepts and Applications from Engineering Mind by HK Lam

Intelligent Control and Machine Learning - Concepts and Applications from Engineering Mind by HK Lam

Ant Colony Optimization - Part 6: Ant Colony Systsem (ACS)

Ant Colony Optimization - Part 6: Ant Colony Systsem (ACS)

Ant Colony Optimization - Part 5: Example - Traveling Saleman Problem (TSP)

Ant Colony Optimization - Part 5: Example - Traveling Saleman Problem (TSP)

Ant Colony Optimization - Part 4: Ant System (AS)

Ant Colony Optimization - Part 4: Ant System (AS)

Ant Colony Optimization - Part 3.3: Simple Ant Colony Optimization (SACO) - Detailed Exaplination

Ant Colony Optimization - Part 3.3: Simple Ant Colony Optimization (SACO) - Detailed Exaplination

Ant Colony Optimization - Part 3.2: Simple Ant Colony Optimization (SACO) - Example

Ant Colony Optimization - Part 3.2: Simple Ant Colony Optimization (SACO) - Example

Ant Colony Optimization - Part 3.1: Simple Ant Colony Optimization (SACO)

Ant Colony Optimization - Part 3.1: Simple Ant Colony Optimization (SACO)

Ant Colony Optimization - Part 2: Stigmergy and Artifical Pheromone

Ant Colony Optimization - Part 2: Stigmergy and Artifical Pheromone

Ant Colony Optimization - Part 1: Introduction

Ant Colony Optimization - Part 1: Introduction

Evolution Strategy - Part 5 - Crossover Operators

Evolution Strategy - Part 5 - Crossover Operators

Evolution Strategy (ES) - Part 4 - Selection Strategy

Evolution Strategy (ES) - Part 4 - Selection Strategy

Evolution Strategy (ES) - Part 3 - (μ+1)-ES

Evolution Strategy (ES) - Part 3 - (μ+1)-ES

Evolution Strategy (ES) - Part 2 - (1+1)-ES

Evolution Strategy (ES) - Part 2 - (1+1)-ES

Evolution Strategry (ES) - Part 1 - Introduction to Evolution Strategy

Evolution Strategry (ES) - Part 1 - Introduction to Evolution Strategy

Continuous Genetic Algorithm - Part 2

Continuous Genetic Algorithm - Part 2

Continuous Genetic Algorithm - Part 1

Continuous Genetic Algorithm - Part 1

Central Limit Theorem: Verification using Exponential Distribution with mu = 5

Central Limit Theorem: Verification using Exponential Distribution with mu = 5

Central Limit Theorem: Verification using Geometric Distribution with p = 0.8

Central Limit Theorem: Verification using Geometric Distribution with p = 0.8

Central Limit Theorem: Verification using Binomial Distribution with N = 10 and p = 0.8

Central Limit Theorem: Verification using Binomial Distribution with N = 10 and p = 0.8

Central Limit Theorem: Verification using Uniform Distribution with samples in the range of 0 and 10

Central Limit Theorem: Verification using Uniform Distribution with samples in the range of 0 and 10

Central Limit Theorem: Verification using Poisson Distribution with Lambda = 1

Central Limit Theorem: Verification using Poisson Distribution with Lambda = 1

Binary Genetic Algorithm - Part 7: Why do GAs work, Schema Theorem

Binary Genetic Algorithm - Part 7: Why do GAs work, Schema Theorem

Binary Genetic Algorithm - Part 6: Stopping Criteria, Performance Evaluation and Benchmark Functions

Binary Genetic Algorithm - Part 6: Stopping Criteria, Performance Evaluation and Benchmark Functions

Binary Genetic Algorithm - Part 5: Crossover and Mutation Operations

Binary Genetic Algorithm - Part 5: Crossover and Mutation Operations

Binary Genetic Algorithm - Part 4: Selection Processes

Binary Genetic Algorithm - Part 4: Selection Processes

Binary Genetic Algorithm - Part 3: Decision Variables, Costs, Population, Natural Selection Process

Binary Genetic Algorithm - Part 3: Decision Variables, Costs, Population, Natural Selection Process

Binary Genetic Algorithm - Part 2: Working Principle and Coding/Encoding Processes

Binary Genetic Algorithm - Part 2: Working Principle and Coding/Encoding Processes

Binary Genetic Algorithm - Part 1: Introduction

Binary Genetic Algorithm - Part 1: Introduction

Line Minimization Algorithm

Line Minimization Algorithm

Gradient Descent Algorithm

Gradient Descent Algorithm

Nelder-Mead Downhill Simplex Method (2 dimensions) + A numerical Example

Nelder-Mead Downhill Simplex Method (2 dimensions) + A numerical Example

Linear Programming - Explanation and Example

Linear Programming - Explanation and Example

Least Squares Method

Least Squares Method

Generative Adversarial Networks (GANs) - Part 2

Generative Adversarial Networks (GANs) - Part 2

Generative Adversarial Networks (GANs) - Part 1

Generative Adversarial Networks (GANs) - Part 1

Fuzzy Inference Systems - Part 5: Defuzzification

Fuzzy Inference Systems - Part 5: Defuzzification

Fuzzy Logic Systems - Part 6: Three Fuzzy Inference Systems

Fuzzy Logic Systems - Part 6: Three Fuzzy Inference Systems

Fuzzy Logic Systems - Part 4: Knowledge Based and Fuzzy Inference Engine

Fuzzy Logic Systems - Part 4: Knowledge Based and Fuzzy Inference Engine

Fuzzy Logic Systems - Part 3: Fuzzifier

Fuzzy Logic Systems - Part 3: Fuzzifier

Fuzzy Logic Systems - Part 2: Fuzzy Inference System

Fuzzy Logic Systems - Part 2: Fuzzy Inference System

Fuzzy Logic Systems - Part 1: Introduction

Fuzzy Logic Systems - Part 1: Introduction

Support Vector Machines - Part 1: Introduction

Support Vector Machines - Part 1: Introduction

Support Vector Machines - Part 2b: Linearly Separable Case (cont'd)

Support Vector Machines - Part 2b: Linearly Separable Case (cont'd)

Support Vector Machines: Part 3: Non-separable Case

Support Vector Machines: Part 3: Non-separable Case

Support Vector Machines - Part 4: Nonlinear SVMs

Support Vector Machines - Part 4: Nonlinear SVMs

Support Vector Machines - Part 5: Multi-class SVMs

Support Vector Machines - Part 5: Multi-class SVMs

Support Vector Machines - Part 2a: Linearly Separable Case

Support Vector Machines - Part 2a: Linearly Separable Case

Multilayer Neural Networks - Part 5: Radial Basis Function Neural Network

Multilayer Neural Networks - Part 5: Radial Basis Function Neural Network

Multilayer Neural Networks - Part 4b: Backprogation

Multilayer Neural Networks - Part 4b: Backprogation

Multilayer Neural Networks - Part 4a: Backprogation

Multilayer Neural Networks - Part 4a: Backprogation

Multilayer Neural Networks - Part 2: Feedforward Neural Networks Example

Multilayer Neural Networks - Part 2: Feedforward Neural Networks Example

Multilayer Neural Networks - Part 2: Feedforward Neural Networks

Multilayer Neural Networks - Part 2: Feedforward Neural Networks

Multilayer Neural Networks - Part 1: Introduction

Multilayer Neural Networks - Part 1: Introduction

Introduction to Fuzzy Logic, Fuzzy Logic System, Fuzzy Logic Controller

Introduction to Fuzzy Logic, Fuzzy Logic System, Fuzzy Logic Controller

Interval Type-2 (IT2) Fuzzy System and its Applications

Interval Type-2 (IT2) Fuzzy System and its Applications

Fuzzy PID control of anaesthesia

Fuzzy PID control of anaesthesia

Fuzzy control of inverted pendulum,

Fuzzy control of inverted pendulum,

Bolt tightening using 4-stage Mamdani-type fuzzy logic controller

Bolt tightening using 4-stage Mamdani-type fuzzy logic controller

Fuzzy control of inverted pendulum

Fuzzy control of inverted pendulum

Robot Soccer

Robot Soccer

Stabilization of inverted pendulum subject to disturbance

Stabilization of inverted pendulum subject to disturbance

P controller

P controller

Mamdani-type fuzzy PI controller

Mamdani-type fuzzy PI controller

Regulation of Inverted Pendulum

Regulation of Inverted Pendulum