Machine Learning Projects

Machine Learning projects used with students in the educational process

General Machine Learning Projects

Video: Machine Learning Introduction - This material represents the video recording of a seminar of Machine Learning Introduction that I held online in Romanian for the students of the Polytechnic University of Timișoara in the course cycle "Elements of Quality Management" organized by Vitesco Technologies (details...)

Machine Learning - Introduction - an educational project in Romanian dedicated to beginners through which an introduction to Machine Learning technology is made, explaining the basic concepts and working algorithm in the process of developing models (details...)

Machine Learning - Data processing - a project in Romanian that exemplifies the data processing procedure for the elaboration of a Machine Learning model. The focus is on the steps of excluding missing data and transforming non-numeric data into numerical values. Pandas, NumPy and Scikit-Learn were used in the data preparation process (details...)

Machine Learning - Classification problems - a project in Romanian that exemplifies the procedure of elaborating a Machine learning model within the classification problems. The project also includes the steps of model evaluation and prediction using Scikit-Learn tools. (details...)

Machine Learning - Regression problems - a project in Romanian that exemplifies the procedure of elaborating a Machine learning model within the regression problems. The project also includes the steps of model evaluation and prediction using Scikit-Learn tools. (details...)

Machine Learning - Cross Validation - a project in Romanian that exemplifies the procedure of using data splitting and model fitting mechanisms through various hyperparameter tuning methods with the selection of the most effective prediction model (details...)

Supervised Machine Learning Algorithms

Linear Regression - an educational project in Romanian that includes theoretical concepts but also practical examples of the application of Linear Regerssion, Polynomial Regression, Lasso Regression, Ridge Regression and Elastic Net algorithms in regression tasks (details...)

Logistic Regression - an educational project in Romanian that includes theoretical concepts but also practical examples of the application of Logistic Regression algorithm in classification tasks (details...)

KNN - K Nearest Neighbors - an educational project in Romanian that includes theoretical concepts but also practical examples of the application of KNN - K Nearest Neighbors algorithm in classification tasks (details...)

SVM - Suport Vector Machine - an educational project in Romanian that includes theoretical concepts but also practical examples of the application of SVM - Suport Vector Machine algorithm in classification and regression tasks (details...)

Decision Tree -an educational project in Romanian that includes theoretical concepts but also practical examples of the application of Decision Tree algorithm in classification and regression tasks (details...)

Random Forest - an educational project in Romanian that includes theoretical concepts but also practical examples of the application of Random Forest algorithm in classification and regression tasks (details...)

AdaBoost - an educational project in Romanian that includes theoretical concepts but also practical examples of the application of AdaBoost algorithm in classification tasks (details...)

Gradient Boosting - an educational project in Romanian that includes theoretical concepts but also practical examples of the application of Gradient Boosting algorithm in classification tasks (details...)

Naive Bayes - an educational project in Romanian that includes theoretical concepts but also practical examples of the application of Naive Bayes algorithm in classification tasks (details...)

Unsupervised Machine Learning Algorithms

K-Means Clustering - an educational project in Romanian that includes theoretical concepts but also practical examples of the application of K-Means Clustering algorithm in data clustering tasks (details...)

Hierarchical Clustering - an educational project in Romanian that includes theoretical concepts but also practical examples of the application of Hierarchical Clustering algorithm in data clustering tasks (details...)

DBSCAN - an educational project in Romanian that includes theoretical concepts but also practical examples of the application of DBSCAN algorithm in data clustering tasks (details...)

PCA - Principal Component Analysis - an educational project in Romanian that includes theoretical concepts but also practical examples of the application of PCA - Principal Component Analysis algorithm in Dimensionality Reduction tasks (ddetails...)