Diego-Fabbri
Projects: Excel, Database, Cplex Optimization, Data Mining, Machine Learning, programming, PowerBI. Languages: R, Java, LaTeX, Python, SQL.
Italy
Pinned Repositories
Apartment-for-rent-classified-in-the-USA
A Data Mining and Machine Learning project about apartments for rent classified in the USA. Regression and classification tasks are performed using CARET package in R
Capacitated_Lot_Sizing_Problem_CLSP-
An instance of Capacitated Lot Sizing Problem with R script using ompr solver package
Heterogeneous_Fleet_Composition_Problem
An instance of Heterogeneous_Fleet_Composition_Problem with Cplex Java Code
Predict_Attrition_on_IBM_HR_Analytics_Dataset
This project predicts employee attrition using IBM HR Analytics dataset. The R script implements 9 Machine Learning algorithms and a PowerBI dashboard is created for data visualization. ML algorithms are implemeted using CARET package in order to solve a binary classification problem. Algorithms' plots, results and resampling plots are exported as output files.
Time-Constrained-Asymmetric-Traveling-Salesman-Problem
An instance of makespan minimization in a Time Constrained Asymmetric Traveling Salesman Problem (ATSPTW) with Cplex Java Code.
Time_Constrained_Symmetric_Traveling_Salesman_Problem_Py
An instance of makespan minimization in a Time Constrained Symmetric Traveling Salesman Problem (STSPTW) using Pyomo framework with Cplex solver in Python
Traveling_Salesman_Problem
An instance of Traveling Salesman Problem (TSP) with R script using ompr solver package, and random input data generation
Undirected-Chinese-postman-Problem_-UCPP-
An instance of Undirected Chinese postman Problem with Cplex Java Code
Vehicle-Routing-Problem-VRP-
An instance of Vehicle Routing Problem (VRP) using a Mixed-Integer Linear Programming (MILP) model, with Cplex Java Code
Vehicle_Routing_Problem_VRP_Py
An instance of Vehicle Routing Problem (VRP) using a Mixed-Integer Linear Programming (MILP) model using Pyomo framework with Cplex solver in Python
Diego-Fabbri's Repositories
Diego-Fabbri/Vehicle_Routing_Problem_VRP_Py
An instance of Vehicle Routing Problem (VRP) using a Mixed-Integer Linear Programming (MILP) model using Pyomo framework with Cplex solver in Python
Diego-Fabbri/Capacitated_Lot_Sizing_Problem_CLSP-
An instance of Capacitated Lot Sizing Problem with R script using ompr solver package
Diego-Fabbri/Time-Constrained-Asymmetric-Traveling-Salesman-Problem
An instance of makespan minimization in a Time Constrained Asymmetric Traveling Salesman Problem (ATSPTW) with Cplex Java Code.
Diego-Fabbri/Traveling_Salesman_Problem
An instance of Traveling Salesman Problem (TSP) with R script using ompr solver package, and random input data generation
Diego-Fabbri/Vehicle-Routing-Problem-VRP-
An instance of Vehicle Routing Problem (VRP) using a Mixed-Integer Linear Programming (MILP) model, with Cplex Java Code
Diego-Fabbri/-Bin-Packing-Problem
An instance of Bin Packing problem with Cplex Java Code
Diego-Fabbri/Apartment-for-rent-classified-in-the-USA
A Data Mining and Machine Learning project about apartments for rent classified in the USA. Regression and classification tasks are performed using CARET package in R
Diego-Fabbri/Time_Constrained_Symmetric_Traveling_Salesman_Problem_Py
An instance of makespan minimization in a Time Constrained Symmetric Traveling Salesman Problem (STSPTW) using Pyomo framework with Cplex solver in Python
Diego-Fabbri/1D_Cutting_Stock_Py
An instance of 1D Cutting Stock Problem using Pyomo framework with Cplex solver in Python
Diego-Fabbri/Assignment-Problem
An instance of assignment problem with Cplex Java Code
Diego-Fabbri/Assignment_Problem
An instance of assignment problem with R script using ompr solver package
Diego-Fabbri/Assignment_Problem_Py
An instance of assignment problem using Pyomo framework with Cplex solver in Python
Diego-Fabbri/Bin_Packing_Problem
An instance of Bin Packing problem with R script using ompr solver package
Diego-Fabbri/Bin_Packing_Problem_Py
An instance of Bin Packing problem using Pyomo framework with Cplex solver in Python
Diego-Fabbri/Binary_Classification_with_CARET
This R script can be easily reused to perfom binary classification by CARET package in R. Machine Learning algorithms' plots, results and resampling plots are exported. Few guided adjustments are required to easily reuse the script with any dataset. Coding rationale and script's main code chunks explanation are given by a pdf report.
Diego-Fabbri/Capacitated_Lot_Sizing_Problem_-CLSP-
An instance of Capacitated Lot Sizing Problem with Cplex Java Code
Diego-Fabbri/Capacitated_Lot_Sizing_Problem_-CLSP_Py
An instance of Capacitated Lot Sizing Problem using Pyomo framework with Cplex solver in Python
Diego-Fabbri/MS_Access_Data_Connection_with_R
This repository contains R scripts to connect and query an MS Access Database with R
Diego-Fabbri/Multiple-Knapsack-Problem
An instance of Multiple Knapsack Problem with Cplex Java Code
Diego-Fabbri/Multiple_Item_Capacitated_Lot_Sizing_Problem_-CLSP
An instance of Multiple Item Capacitated Lot Sizing Problem (CLSP) with R script using ompr solver package
Diego-Fabbri/Multiple_Item_Capacitated_Lot_Sizing_Problem_-CLSP_Py
An instance of Multiple Item Capacitated Lot Sizing Problem (CLSP) using Pyomo framework with Cplex solver in Python
Diego-Fabbri/Multiple_Item_Capacitated_Lot_Sizing_Problem_CLSP
An instance of Multiple Item Capacitated Lot Sizing Problem (CLSP) with Cplex Java Code
Diego-Fabbri/Multiple_Knapsack_Problem
An instance of Multiple Knapsack Problem with R script using ompr solver package
Diego-Fabbri/Multiple_Knapsack_Problem_Py
An instance of Multiple Knapsack Problem using Pyomo framework with Cplex solver in Python
Diego-Fabbri/Time_Constrained_Asymmetric_Traveling_Salesman_Problem_Py
An instance of makespan minimization in a Time Constrained Asymmetric Traveling Salesman Problem (ATSPTW) using Pyomo framework with Cplex solver in Python
Diego-Fabbri/Transportation_Problem_Py
An instance of Transportation Problem using Pyomo framework with Cplex solver in Python
Diego-Fabbri/Travel_Salesman_Problem_ATSP_Py
An instance of the asymmetric TSP problem using Pyomo framework with Cplex solver in Python
Diego-Fabbri/Traveling-Salesman-Problem
An instance of Traveling Salesman Problem (TSP) with Cplex Java Code and random input data generation
Diego-Fabbri/Traveling_Salesman_Problem_Py
About An instance of Traveling Salesman Problem (TSP) using Pyomo framework with Cplex solver in Python and random input data generation
Diego-Fabbri/Vehicle_Routing_Problem_VRP
An instance of Vehicle Routing Problem (VRP) using a Mixed-Integer Linear Programming (MILP) model, with R script using ompr solver package