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types of machine learning systems - Coggle Diagram
types of machine learning systems
supervised
unsupervised
semisupervised
reinforcement learning
online
batch
predictive
instance based
model based
comparing new to old data
task
classification
category
logistic regression
probability of being true or false
binary
bernoulli
regression
contnuous
logistic regression
linear regression
support vector machine
decision tree
random forest
neural network
unsupervised
clustering
k means
HCA heirachy cluster
expecttion maximisation
visusation and simensionality reduction
PCA
kernal pca
locally linear mebedding
t distributed stochastic neighbor embedding
association rule
apriori
eclat
generative
discriminiative
joint probability
conditional probability
bayes
assumptions of linear regression
homoescadascity
linearity
autocorrelation
endogenity
multicollinearity
hyperparameters
learning rate
parameters
wieght
bias
regularisation
bias
variance
split data sets
training
validation
test
array and vectors
numpy
machine learning
scipy
scikit learn
check data
statsmodel
visualisation
matplotlib.pylplot
seaborn
workspace
jupyter
data parsing and cleaning
pandas
tasks in ML
dummy variables [1,0] for categorical data
datasets
test, validation, training
randomisation
k cross to tune hyperparameters
features
dimensionality reduction
feature selection
feature extraction
feature scaling
normalisation