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Mind the Semantics
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Use Cases
Cinema & Movie Investment
Trading Bot — Real Time
Toxic Spotter
Artificial Intelligence
Symbolic Reasoning
Semantic Networks
Resource Description Format (RDF/S)
Ontology Web Language (OWL)
Machine Learning
Installing the tools
Installing Python and Spyder IDE
Installing R and RStudio IDE
Preparing the data
Preparing the data in Python
Loading the data
How to handle blank cells
Numerical relabeling of textual data
Correcting irrelevent orders
Separating source and target variables
Feature scaling
Splitting the dataset into training and test sets
Preparing the data in R
Loading the data
Numerical relabeling
Filling the blanks
Feature scaling
Splitting the dataset into training and test sets
Regression
Simple Linear Regression
Simple Linear Regression in Python
Simple Linear Regression in R
Multilinear Regression
Multilinear Regression Model in Python
Multilinear Regression Model in R
Polynomial Regression
Polynomial Regression in Python
Polynomial Regression in R
Support Vector Regression
Support Vector Regression in Python
Support Vector Regression in R
Decision Tree Regression
Decision Tree Regression in Python
Decision Tree Regression in R
Random Forest Regression
Random Forest Regression in Python
Random Forest Regression in R
Classification
Logistic Regression
Logistic Regression in Python
Logistic Regression in R
k-Nearest-Neighbors Classification
k-Nearest-Neighbors Classification in Python
k-Nearest-Neighbors Classification in R
Support Vector Machine
Support Vector Machine classification in Python
Support Vector Machine classification in R
Naive Bayes Classification
Naive Bayes Classification in Python
Naive Bayes Classification in R
Decision Tree Classification
Decision Tree Classification in Python
Decision Tree Classification in R
Random Forest Classification
Random Forest Classification in Python
Random Forest Classification in R
Classifier Evaluation
Confusion Matrix
Precision and Recall
Sensitivity and specificity
Receiver Operating Characteristic (ROC) Curves
Classifier evaluation with CAP curve in Python
Clustering
K-Means Clustering
K-Means Clustering in Python
K-Means Clustering in R
Hierarchical Clustering
Hierarchical Clustering in Python
Hierarchical Clustering in R
Association Rule Learning
Apriori
Apriori in Python
Knowledge Engineering
Formal Semantics
Data
Networks
The Web
The Semantic Web
Contact
Operating Hours
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