Data Science Projects

Data Science projects used with students in the educational process

Probability and statistics theory - an educational in Romanian project that aims to study the concepts of data, probabilities, distributions and statistics necessary in the process of analyzing, processing and manipulating data to be used in the development of Machine Learning models (details...)

MySQL databases - an educational project in Romanian that aims to study the funtamental concepts of relational databases, the SQL language, MySQL functionalities, as well as the possibility of accessing MySQL databases through applications written in the Python language (details...)

Data Science and Machine Learning - an educational project in Romanian dedicated to beginners in which the essence of the notions of Data Science and Machine Learning is explained as well as the elements of interaction and difference between them (details...)

Data Analysis - an educational project in Romanian that exemplifies the mechanisms for analyzing the characteristics of the data set, as a first step in the procedure for developing the Machine Learning prediction model (details...)

Feature Engineering - an educational project exemplifying the procedures for feature analysis, transformation of non-numeric features, missing data processing and data scaling (details...)

Pipeline for Feature Engineering - an educational project in Romanian that exemplifies the procedure for creating a Pipeline structure that includes various transformers of non-numerical features, missing data processing and data scaling (details...)

Data Science - Pandas module - project in Romanian that exemplifies the procedure of using different tools of the Pandas module in the process of data analysis, as well as in the process of their manipulating to be used in the development of Machine Learning models (details...)

Data Science - NumPy module - a project in Romanian that exemplifies the procedure of using the tools of the NumPy module to convert images into numerical matrices, as well as to perform various calculations on numerical data to be used in the development of Machine Learning models (details...)

Data Visualisation - Matplotlib module - a project in Romanian for initiation in the procedure of using the tools of the Matplotlib module for graphical visualization of different data in order to process them so that they can be used in the elaboration of Machine Learning model (details...)

Data Visualisation - Seaborn module - a project in Romanian for initiation in the procedure of using the tools of the Matplotlib module for graphical statistical visualization of different data in order to process them so that they can be used in the elaboration of Machine Learning model (detalils...)