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Machine Learning Models - Coggle Diagram
Machine Learning Models
Learning Style Based
Supervised Learning
Unsupervised Learning
Reinforcement Learning
Similarity Function Based
Regression
Simple Linear Regression
Multi Linear Regression
Polynomial Regression
Support Vector Regression (SVR)
Decision Tree Regression
Random Forest Regresion
Random Forest Regression
Classification
Logistic Regression
K-Nearest Neighbors (KNN)
Support Vector Machine (SVM)
Kernel SVM
Naive Bayes
Decision Tree Classification
Random Forest Classification
Clustering
K-Means Clustering
Hierarchical Clustering
Association Rule Learning
Apriori
Tagline
"People who boiught X will also buy Y"
Rules
1.Set a minimum support & confidence
2.Take all the subsets in transactions having higher support than minimum support.
3.Take all the rules of these subsets having higher confidence than minimum confidence
4.Sort the rules by decreasing lift
Eclat
Tagline
"People who boiught X will also buy Y"
Rules
Reinforcement Learning
Upper Confidence Bound (UCB)
Thompson Sampling
Natural Language Processing (NLP)
Deep Learning
Artificial Neural Network (ANN)
Convolutional Neural Network (CNN)
Recurrent Neural Network (RNN)
Self Organizing Maps (SOM)
Boltzmann Machine
AutoEncoders
Dimensionality Reduction
Principal Component Analysis
Linear Discriminant Analysis
Kernel PCA
Libraries
Python
Numpy
operate data array
Matplotlib
data visualization
SciPy
Scientific Computing Ecosystem
Seaborn
Statistical Data Visualization
SciKit-Learn
implement algorithm
Plotly
Interactive Plot Data
PySpark
Big Data
PyTorch
Full Package Ecosystem
Pandas
manipulate data files
TensorFlow
Full Package Ecosystem
R