STUDIES
STUDIES
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C, R, Java, Pascal and Python
Variables and Consonants
Data Types
Control Commands
Vectors and Matrices
Functions
Recursion
C, R, Java, Pascal and Python
Queues
Stacks
Lists
Trees
Relational Database
SQL
Keys
Relational Algebra
Concepts/Theory
Systematic Literature Review
Conducting Experiments
Writing Scientific Articles
TCC, Dissertations and Theses
PowerBI
Reports with R/Shiny
Git/Github
Singularity/Conda
Continuous and discrete random variables
Population and Sample
Descriptive statistics
Distribution: normal, bernoulli, binomial, uniform, poissson, geometric
Probability density function
Cumulative distribution
Hypothesis Tests
Covariance and Correlation
Permutation
Combination
Intersection
Union
Complement
Conditional Probability
Marginal Probabitliy
Dependency and Independency
Data Types: numeric, categorical, etc.
Data Cleaning
Data Transformation
Outliers
Stratification: holdout, X-fold cross-validation, etc.
Concepts/Theory/Techniques
English
Italian
Japanese
Linear Regression
L1 regularization
L2 regularization
Decision Trees
Support Vector Machines
Random Forests
Residual Analysis
Generalized Linear Model
k-Means
k-Medoids
DBSCAN
Hierarchical Clustering Algorithm
Gaussian Mixture Models
Cluster Number
Community Detection Methods
k-NN
Decision Trees
Random forests
Logistic Regression
Naive Bayes
Neural Networks
Support Vector Machines
Boosting
Concepts/Theory/Techniques
Dataset Properties
Similarities Measures
Evaluation Measures
Binary Relavance
Classifier Chains
Ensemble of Classifier Chains
Random Forests
CLUS Framework
Concepts/Theory/Techniques
Concepts/Theory/Techniques
Concepts/Theory/Techniques
Concepts/Theory/Techniques
Concepts/Theory/Techniques
Concepts/Theory/Techniques
Concepts/Theory/Techniques
Concepts/Theory/Techniques