General Overview
Promotion Video
High Level Course Overview
Teaser
AI Overview
ML Overview
Models
How to get the code
R Refresher
Rmarkdown
Data Manipulation
Piping 101
Data Reshaping 101
Data Reshaping Lab
Package Preparation
Regression
Regression Types 101
Univariate Regression 101
Univariate Regression Interactive
Univariate Regression Lab
Univariate Regression Exercise
Univariate Regression Solution
Polynomial Regression 101
Polynomial Regression Lab
Multivariate Regression 101
Multivariate Regression Lab
Multivariate Regression Exercise
Multivariate Regression Solution
Model Evaluation
Underfitting / Overfitting 101
Train / Test Split 101
Train / Test Split Interactive
Train / Test Split Lab
Resampling Techniques 101
Resampling Techniques Lab
Regularization
Regularization Lab
Regularization 101
Classification
Confusion Matrix 101
ROC Curve 101
ROC Curve Interactive
ROC Curve Lab
Logistic Regression 101
Logistic Regression Lab
Logistic Regression Exercise/Solution
Decision Tree 101
Decision Tree Lab
Decision Tree Exercise/Solution
Random Forest 101
Random Forest Interactive
Random Forest Exercise/Solution
Support Vector Machines 101
Support Vector Machines Lab
Support Vector Machines Exercise/Solution
Ensemble Learning 101
Ensemble Learning Lab
Association Rules
Association Rules 101
Apriori 101
Apriori Lab
Apriori Exercise/Solution
Clustering
Clustering 101
kmeans 101
kmeans Lab
Hierarchical Clustering 101
Hierarchical Clustering Interactive
Hierarchical Clustering Lab
dbscan 101
dbscan Lab
Dimensionality Reduction
Factor Analysis 101
Factor Analysis Lab
Factor Analysis Exercise/Solution
PCA 101
PCA Lab
PCA Exercise/Solution
t-SNE 101
t-SNE Lab
Reinforcement Learning
Reinforcment Learning 101
Upper Confidence Bound 101
Upper Confidence Bound Interactive
Upper Confidence Bound Lab
Deep Learning
Deep Neural Network – Overview
Deep Neural Network – Models
Deep Neural Network – Performance
Deep Neural Network – From Perceptron to NN
Deep Neural Network – Activation Functions
Deep Neural Network – Loss Functions
Deep Neural Network – Optimizer
Deep Neural Network – Frameworks
Deep Neural Network – Layer Types
Multi-Target Regression Lab
Binary Classification
Multi-Label Classification
CNN 101
CNN Interactive
CNN Lab
CNN Exercise/Solution
Semantic Segmentation 101
Semantic Segmentation Lab
RNN 101
RNN Lab
Autoencoders 101
Autoencoders Lab
Pretrained Models 101
Pretrained Models Lab
