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Frederico Guerra's Projects

cartola icon cartola

Extração de dados da API do CartolaFC, análise exploratória dos dados e modelos preditivos em R e Python - 2014-20. [EN] Data munging, analysis and modeling of CartolaFC - the most popular fantasy football game in Brazil and maybe in the world. Data cover years 2014-19.

fem icon fem

Some Algorithms for Finite Element Modeling

graph_algorithms icon graph_algorithms

Kruskal, PRIM for Minimum Spanning Tree and Dijkstra to find the shortest path between two points.

integer_optimization icon integer_optimization

This project uses the integer optimization mathematical modeling to reduce the planting area given a list of materials to be planted in a limited farm land and some business constraints.

julia-optimization icon julia-optimization

It is a study guide for people who are interested in learning Mixed Integer Programming. The repository contains a set of classical optimization problems, and each problem has its own mathematical formulation and implementation using Julia language with JuMP framework.

knapsackproblemsolver icon knapsackproblemsolver

This repository contains the Knapsack problem solver using dynamic programming in python. Under the instances folder there are multiple example files to test given different amount of objects (n) to add in the sack of capacity M.

minimumlatencyproblem icon minimumlatencyproblem

This repository contains the implementation of a metaheuristic combining GRASP, ILS and RVND for the Minimum Latency Problem (MLP).

ml-udacity-customer_segment icon ml-udacity-customer_segment

This repository contains the second project (Unsupervised Learning) which is part of the Udacity Machine Learning Engineer Nanodegree.

ml-udacity-finding_donors icon ml-udacity-finding_donors

This folder contains dataset collected from 1994 U.S. census available on UCI Machine Learning Repository. The main goal of this project is to find the best Supervised Learning model algorithm that accurately predicts if an individual makes more than 50K based on some features like age, marital status, workclass, nationality, race, sex, etc.

ml_udacity icon ml_udacity

Machine Learning Projects for Udacity ML Nanodegree

simplex-algorithm icon simplex-algorithm

This repository contains the Simplex algorithm implemented using python. Given a primal objective function, this implementation provides both primal and dual solutions.

sparkify-data-lake icon sparkify-data-lake

This project consists of an ETL pipeline which extracts data from S3, processes them using Spark, and loads back into S3 as a set of dimensional tables to be consumed by the sparkify analytics team in order to continue finding insights in what songs their users are listening to.

travelingsalesmanproblem icon travelingsalesmanproblem

This project contains an implementation of the meteheuristic Iterated Local Search (ILS) algorithm to solve the NP-hard Traveling Salesman Problem using C++.

travelingtournamentproblem icon travelingtournamentproblem

This repo contains the implementation of an heuristic to solve the Traveling Tournament Problem (TTP), as well as the implementation of the Meta-heuristics' algorithm Iterated Local Search (ILS) satisfying the predefined contraints of the NP-hard problem.

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