MATLAB数学建模教学 | 史上最强的MATLAB学习网站，你需要的这里统统都有！！！

今天给各位分享一个我们愿意称之为史上最强的MATLAB学习网站：
https://yarpiz.com/
这个网站不仅有高质量的MATLAB源代码，而且还有对应的讲解视频，可谓是一应俱全。

网站内容分为6部分：
1）Metaheuristics（元启发式算法）
2）Machine Learning（机器学习）
3）Multiobjective Optimization（多目标优化）
4）Fuzzy Systems（模糊系统）
5）Applications（应用）
6）Tutorials（视频教程）

每部分所包含的具体内容如下，链接为每篇文章所对应的MATLAB源代码或视频教程：

01 | Metaheuristics（元启发式算法）

1.Practical Genetic Algorithms in Python and MATLAB – Video Tutorial（遗传算法）
https://yarpiz.com/632/ypga191215-practical-genetic-algorithms-in-python-and-matlab

2.YPEA: Yarpiz Evolutionary Algorithms（YPEA工具箱）
https://yarpiz.com/477/ypea-yarpiz-evolutionary-algorithms

3.Python implementation of Particle Swarm Optimization（粒子群算法）
https://yarpiz.com/463/ypea127-python-implementation-particle-swarm-optimization-pso

4.Particle Swarm Optimization (PSO) in MATLAB — Video Tutorial
（粒子群算法）
https://yarpiz.com/440/ytea101-particle-swarm-optimization-pso-in-matlab-video-tutorial

5.Cultural Algorithm (CA) in MATLAB（文化算法）
https://yarpiz.com/425/ypea125-cultural-algorithm

6.Real-Coded Simulated Annealing (SA) in MATLAB（模拟退火算法）
https://yarpiz.com/421/ypea106-real-coded-simulated-annealing

7.Artificial Bee Colony in MATLAB（人工蜂群算法）
https://yarpiz.com/297/ypea114-artificial-bee-colony

8.Bees Algorithm (BeA) in MATLAB（蜜蜂算法）
https://yarpiz.com/315/ypea115-bees-algorithm

9.Firefly Algorithm (FA) in MATLAB（萤火虫算法）
https://yarpiz.com/259/ypea112-firefly-algorithm

10.Invasive Weed Optimization (IWO) in MATLAB（野草算法）
https://yarpiz.com/251/ypea119-invasive-weed-optimization

11.Imperialist Competitive Algorithm (ICA) in MATLAB（帝国竞争算法）
https://yarpiz.com/247/ypea118-imperialist-competitive-algorithm

12.Tabu Search (TS) in MATLAB（禁忌搜索）
https://yarpiz.com/243/ypea116-tabu-search

13.Biogeography-Based Optimization (BBO) in MATLAB（生物地理优化算法）
https://yarpiz.com/239/ypea113-biogeography-based-optimization

14.CMA-ES in MATLAB（协方差矩阵自适应进化策略）
https://yarpiz.com/235/ypea108-cma-es

15.Differential Evolution (DE) in MATLAB（进化差分）
https://yarpiz.com/231/ypea107-differential-evolution

16.Simulated Annealing in MATLAB（模拟退火）
https://yarpiz.com/223/ypea105-simulated-annealing

17.Harmony Search in MATLAB（和声搜索）
https://yarpiz.com/92/ypea117-harmony-search

18.Teaching-Learning-based Optimization in MATLAB（教与学优化算法）
https://yarpiz.com/83/ypea111-teaching-learning-based-optimization

19.Shuffled Complex Evolution in MATLAB
https://yarpiz.com/80/ypea110-shuffled-complex-evolution

20.Shuffled Frog Leaping Algorithm in MATLAB（蛙跳算法）
https://yarpiz.com/71/ypea109-shuffled-frog-leaping-algorithm

21.ACO for Continuous Domains in MATLAB（蚁群算法）
https://yarpiz.com/67/ypea104-acor

22.Ant Colony Optimization in MATLAB（蚁群算法）
https://yarpiz.com/53/ypea103-ant-colony-optimization

23.Particle Swarm Optimization in MATLAB（粒子群算法）
https://yarpiz.com/50/ypea102-particle-swarm-optimization

24.Binary and Real-Coded Genetic Algorithms in MATLAB（遗传算法）
https://yarpiz.com/23/ypea101-genetic-algorithms

02 | Machine Learning（机器学习）

1.Principal Component Analysis (PCA) in Python and MATLAB — Video Tutorial（主成分分析）
https://yarpiz.com/622/yppca191211-principal-component-analysis-in-python-and-matlab-video-tutorial

2.Linear Discriminant Analysis (LDA) in MATLAB（线性判别分析）
https://yarpiz.com/430/ypml114-linear-discriminant-analysis

3.Time-Series Prediction using GMDH in MATLAB（时间序列预测）
https://yarpiz.com/323/ypml120-time-series-prediction-using-gmdh

4.Feature Selection using Metaheuristics and EAs（特征选择）
https://yarpiz.com/306/ypml122-evolutionary-feature-selection

5.Group Method of Data Handling (GMDH) in MATLAB（数据处理的分组方法）
https://yarpiz.com/263/ypml113-gmdh

6.DBSCAN Clustering in MATLAB（聚类）
https://yarpiz.com/255/ypml110-dbscan-clustering

7.FP-Growth Association Rule Mining in MATLAB（关联规则挖掘）
https://yarpiz.com/98/ypml116-fp-growth

8.Apriori Association Rule Mining in MATLAB（关联规则挖掘）
https://yarpiz.com/89/ypml115-apriori

9.Neural Gas and GNG Networks in MATLAB（神经网络）
https://yarpiz.com/77/ypml111-neural-gas-network

10.Evolutionary Data Clustering in MATLAB（聚类）
https://yarpiz.com/64/ypml101-evolutionary-clustering

03 | Multiobjective Optimization（多目标优化）

1.NSGA-III: Non-dominated Sorting Genetic Algorithm, the Third Version
https://yarpiz.com/456/ypea126-nsga3

2.Classic and Intelligent Portfolio Optimization in MATLAB
https://yarpiz.com/456/ypea126-nsga3

3.MOEA/D in MATLAB
https://yarpiz.com/95/ypea124-moead

4.PESA-II in MATLAB
https://yarpiz.com/86/ypea123-pesa2

5.Strength Pareto Evolutionary Algorithm 2 in MATLAB
https://yarpiz.com/74/ypea122-spea2

6.Multi-Objective PSO in MATLAB
https://yarpiz.com/59/ypea121-mopso

7.NSGA-II in MATLAB
https://yarpiz.com/56/ypea120-nsga2

04 | Fuzzy Systems（模糊系统）

1.Time-Series Prediction using ANFIS in MATLAB（自适应神经模糊系统）
https://yarpiz.com/327/ypfz102-time-series-prediction-using-anfis

2.Evolutionary ANFIS Training in MATLAB（自适应神经模糊系统）
https://yarpiz.com/319/ypfz104-evolutionary-anfis-training

3.Fuzzy PID Controller in MATLAB and Simulink（模糊PID控制）
https://yarpiz.com/311/ypfz103-fuzzy-pid

4.Nonlinear Regression using ANFIS（自适应神经模糊系统）
https://yarpiz.com/301/ypfz101-nonlinear-regression-using-anfis

05 | Applications（应用）

1.Intelligent Image Color Reduction and Quantization（图像处理）
https://yarpiz.com/413/ypap117-color-reduction-and-quantization

2.Minimum Spanning Tree using PSO, ICA and FA（最小生成树）
https://yarpiz.com/407/ypap116-minimum-spanning-tree

3.Optimal Robot Path Planning using PSO in MATLAB（机器人路径规划）
https://yarpiz.com/403/ypap115-path-planning

4.Data Envelopment Analysis (DEA) in MATLAB（数据包络分析）
https://yarpiz.com/399/ypap114-data-envelopment-analysis

5.Economic Dispatching using PSO and Nested PSO（经济调度）
https://yarpiz.com/395/ypap113-economic-dispatching

6.Classic and Intelligent Portfolio Optimization in MATLAB（投资组合优化）
https://yarpiz.com/391/ypap112-portfolio-optimization

7.Optimal Inventory Control using PSO in MATLAB（库存控制）
https://yarpiz.com/387/ypap111-inventory-control

8.p-Hub Location Allocation Problem in MATLAB（枢纽选址问题）
https://yarpiz.com/383/ypap110-hub-location-allocation

9.Facility Layout Design and Location Allocation in MATLAB（设施布局设计及位置配置）
https://yarpiz.com/378/ypap109-layout-design

10.Capacitated Vehicle Routing Problem (VRP) using SA（容量受限的车辆路径问题）
https://yarpiz.com/372/ypap108-vehicle-routing-problem

11.Parallel Machine Scheduling using Simulated Annealing（并行机调度）
https://yarpiz.com/367/ypap107-parallel-machine-scheduling

12.Bin Packing Problem using GA, PSO, FA, and IWO（装箱问题）
https://yarpiz.com/363/ypap105-bin-packing-problem

13.Quadratic Assignment Problem (QAP) using GA, PSO and FA（二次分配问题）
https://yarpiz.com/359/ypap104-quadratic-assignment-problem

06 | Tutorials（视频教程）

1.Numerical Root Finding Methods in Python and MATLAB – Video Tutorial
（求根法）
https://yarpiz.com/645/yprf191221-numerical-root-finding-methods-in-python-and-matlab

2.Practical Genetic Algorithms in Python and MATLAB – Video Tutorial（遗传算法）
https://yarpiz.com/632/ypga191215-practical-genetic-algorithms-in-python-and-matlab

3.Principal Component Analysis (PCA) in Python and MATLAB — Video Tutorial（主成分分析）
https://yarpiz.com/622/yppca191211-principal-component-analysis-in-python-and-matlab-video-tutorial

4.Numerical Computations in MATLAB — Video Tutorial（数值计算）
https://yarpiz.com/572/numerical-computations-in-matlab-video-tutorial

5.Optimization in MATLAB — Video Tutorial（优化算法综述）
https://yarpiz.com/569/yptnm190520-s20-22-optimization-video-tutorial

6.Numerical Solution of Differential Equations in MATLAB — Video Tutorial（求解微分方程）
https://yarpiz.com/565/yptnm190520-s17-19-numerical-solution-of-differential-equations-video-tutorial

7.Working with Polynomials in MATLAB — Video Tutorial（多项式）
https://yarpiz.com/562/yptnm190520-s16-working-with-polynomials-video-tutorial

8.Integration and Differentiation in MATLAB — Video Tutorial（微分与积分）
https://yarpiz.com/557/yptnm190520-s12-15-integration-and-differentiation-video-tutorial

9.Interpolation in MATLAB — Video Tutorial（插值）
https://yarpiz.com/553/yptnm190520-s07-11-interpolation-video-tutorial

10.Eigenvalues and Eigenvectors in MATLAB — Video Tutorial（特征值和特征向量）
https://yarpiz.com/548/yptnm190520-s05-06-eigenvalues-and-eigenvectors-video-tutorial

11.Root Finding in MATLAB — Video Tutorial（求根法）
https://yarpiz.com/541/yptnm190520-s01-04-root-finding

12.Least Squares in Python, JavaScript and MATLAB — Video Tutorial（最小二乘法）
https://yarpiz.com/534/yptls190514-least-squares-in-python-javascript-and-matlab

13.How to Solve Difference Equations? — Video Tutorial（差分方程）
https://yarpiz.com/527/yptdeq190520-how-to-solve-difference-equations

14.Runge-Kutta Method in Python and MATLAB — Video Tutorial（龙格-库塔方法）
https://yarpiz.com/523/yptdeq190515-runge-kutta-rk4-in-python-and-matlab

15.Linear Programming in MATLAB — Video Tutorial（线性规划）
https://yarpiz.com/516/yptlp190516-linear-programmin-in-matlab-linprog

16.Particle Swarm Optimization (PSO) in MATLAB — Video Tutorial（粒子群算法）
https://yarpiz.com/440/ytea101-particle-swarm-optimization-pso-in-matlab-video-tutorial