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Machine Learning for Data Science using MATLAB
First Section
1 - Introduction to course
2 - Introduction to matlab
--------------------------- Data Preprocessing ---------------------------
Code and Data
Section Introduction
Importing the data into MATLAB
Handling Missing Data (Part 1)
Handling Missing Data (Part 2)
Feature scaling
Outliers (Part 1)
Outliers (Part 2)
Dealing with Categorical Data (Part 1)
Dealing with Categorical Data (Part 2)
Your Data Preproprocessing Timplate
--------------------------- Classification ---------------------------
Code and Data
K-Nearest Neighbor
KNN Intuition
KNN in matlab (Part 1)
KNN in MATLAB (Part 2)
Visualizing the Decision Boundaries of KNN
Explaining the code of visualization
Here is our classification template
Customization options (part 1)
Customization options (part 2)
Naive Bayes
Intuition of Naive Bayesain (Part 1)
Intuition of Naive Bayesain (Part 2)
Naive Bayesain in Matlab
Customization Options of Naive Bayesain In MATLAB
Decision Trees
Decision Trees Intuition
Decision tree in matlab
Visualizing the decision tree using the view function
Customization Options for Decision Trees
Support Vector Machines
SVM Intuition (Part 1)
Kernel SVM Intuition
SVM in MATLAB
Customization Options for SVM
Discriminant Analysis
Discriminant Analysis Intuition
Discriminant Analysis in MATLAB
Customization Options for Discriminant Analysis
Ensembles
Ensembles Intuition
Ensembles in matlab
Customization Options for Ensembles
Performance Evaluation
Confusion Matrix
Validation_methods
Validation methods (Part 1)
Validation methods (Part2)
Evaluation
-------------------------- Clustering ---------------------------
Code and Data
K-Means
K-Means Clustering Intuition
Choosing the number of clusters
K-means clustering in MATLAB (Part 1)
K-means clustering in MATLAB (Part 2)
Hierarchical Clustering
Hierarchical Clustering Intuition (Part 1)
Hierarchical Clustering Intuition (Part 2)
HC in matlab
-------------------------- Dimensionality Reduction ------------------
Code and Data
PCA Intuition
PCA in MATLAB (Part 1)
PCA in MATLAB (Part 2)
Project: Malware Analysis
Project Discription
Customizing code templates for completing Task 1 and 2 (Part 1)
Customizing code templates for completing Task 1 and 2 (Part 2)
Customizing code templates for completing Task 3, 4 and 5
Project Code and Data
Validation methods (Part 1)
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