Learn #MachineLearning Coding Basics in a weekend – Glossary and Mindmap

Learn #MachineLearning Coding Basics in a weekend – Glossary and Mindmap


For background to this post, please see Learn #MachineLearning Coding Basics in a weekend. Here,we present the glossary that we use for the coding and the mindmap attached to these classes and upcoming book. 

The following entries (see below) are part of the glossary. The glossary is available as a PDF document. You can download it here.
Contents
Machine Learning concepts 4

Learning Algorithm 4
Predictive Model (Model) 4
Model, Classification 4
Model, Regression 4
Representation Learning 4
Supervised Learning 4
Unsupervised Learning 4
Semi-Supervised Learning 5
Parameter 5
Population 5

Algorithms 5

Linear Regression 5
Principal Component Analysis (PCA) 5
K-Means 6
Support Vector Machine (SVM) 7
Transfer Learning 7
Decision Tree 7
Dimensionality Reduction 8
Instance based learning 8
Instance-Based Learning 8
K Nearest Neighbors 8
Kernel 9

Training: Basics 9

Training 9
Training Example 9
Training Set 9
Iteration 9
Convergence 9

Training: Data 10

Standardization 10
Holdout Set 10
Normalization 10
One-Hot Encoding 10
Outlier 11
Embedding 11

Regression 12

Regression 12
Regression Algorithm 12
Regression Model 12

Classification 12

Classification 12
Class 12
Hyperplane 12
Decision Boundary 12
False Negative (FN) 13
False Positive (FP) 13
True Negative (TN) 13
True Positive (TP) 13
Precision 13
Recall 14
F1 Score 14
Few-Shot Learning 14
Hinge Loss 14
Log Loss 14

Ensemble 15

Ensemble 15
Ensemble Learning 15
Strong Classifier 15
Weak Classifier 15
Boosting 15

Evaluation 15

Validation Example 15
Validation Loss 15
Validation Set 16
Variance 16
Cost Function 16
Cross-Validation 16
Overfitting 16
Regularization 16
Underfitting 16
Evaluation Metrics 17
Evaluation Metric 17
Regression metrics 17
Mean Absolute Error. 17
Mean Squared Error. 17
R^2 17
Classification metrics 17
Accuracy. 17
Logarithmic Loss. 17
Area Under ROC Curve. 17
Confusion Matrix. 17
Hyperparameter 18
Hyperparameter 18
Hyperparameter Tuning 18
Grid Search 18
Random Search 18


Link: Learn #MachineLearning Coding Basics in a weekend – Glossary and Mindmap