PROJECTS AND STUDIES
Click on an item below to access the repository corresponding to the study or project
Basic Programming
C, R, Java, Pascal and Python
Variables and Consonants
Data Types
Control Commands
Vectors and Matrices
Functions
Recursion
Data Structure
C, R, Java, Pascal and Python
Queues
Stacks
Lists
Trees
Database
Relational Database
SQL
Keys
Relational Algebra
Scientific Research Methodology
Concepts/Theory
Systematic Literature Review
Conducting Experiments
Writing Scientific Articles
TCC, Dissertations and Theses
Other
PowerBI
Reports with R/Shiny
Git/Github
Singularity/Conda
Statistics
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
Probability
Permutation
Combination
Intersection
Union
Complement
Conditional Probability
Marginal Probabitliy
Dependency and Independency
Data PreProcessing
Data Types: numeric, categorical, etc.
Data Cleaning
Data Transformation
Outliers
Stratification: holdout, X-fold cross-validation, etc.
Sumarization
Concepts/Theory/Techniques
Languages
English
Italian
Japanese
Regression
Linear Regression
L1 regularization
L2 regularization
Decision Trees
Support Vector Machines
Random Forests
Residual Analysis
Generalized Linear Model
Clustering
k-Means
k-Medoids
DBSCAN
Hierarchical Clustering Algorithm
Gaussian Mixture Models
Cluster Number
Community Detection Methods
Classification
k-NN
Decision Trees
Random forests
Logistic Regression
Naive Bayes
Neural Networks
Support Vector Machines
Boosting
Natural Language Processing
Concepts/Theory/Techniques
Multi-Label Classification
Dataset Properties
Similarities Measures
Evaluation Measures
Binary Relavance
Classifier Chains
Ensemble of Classifier Chains
Random Forests
CLUS Framework
Atrribute Selection
Concepts/Theory/Techniques
Imbalanced Problem
Concepts/Theory/Techniques
Dimmensionality Reduction
Concepts/Theory/Techniques
Computer Vision
Concepts/Theory/Techniques
Temporal Series
Concepts/Theory/Techniques
Recommender Systems
Concepts/Theory/Techniques
Generative IA
Concepts/Theory/Techniques
Association
Concepts/Theory/Techniques