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guilhermecadori/README.md
Kaizen

Improving through consistent and incremental steps over time - Kaizen.

Guilherme Cadori

I am an engineer with a strong interest in machine learning, optimization, and solving complex problems through algorithmic and quantitative approaches. Learning from others and sharing knowledge are two of my core values.

I currently serve as a Data Scientist at Capgemini. I hold a Master’s degree in Numerical Methods and Applied Optimization and am pursuing a Bachelor’s degree in Computer Science.

Languages

Skill

Python Cpp Go PostgreSQL

Tools

Pytorch TensorFlow scikit-learn Numpy Pandas Git Github

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  1. IRSS_Matheuristics_TSP IRSS_Matheuristics_TSP Public

    We implemented a matheuristic algorithm integrating Iterative Restricted Space Search heuristics and exact methods in order to solve different instances of the TSP.

    Jupyter Notebook

  2. ExactMethodsAndHeuristics_TravelingSalesMan ExactMethodsAndHeuristics_TravelingSalesMan Public

    Implementation of a MILP with Dantzig's and the MTZ subtour elimination constraints. Dantzig's constraints are added recursively. Scripts also contain a few heuristics for the TSP.

    Jupyter Notebook 1

  3. MultiObjectiveOptimization MultiObjectiveOptimization Public

    Optimizing a multiobjective problem through the use of heuristics.

    Jupyter Notebook

  4. NonLinearOptimization NonLinearOptimization Public

    Nonlinear optimization is a mathematical approach used to find the best solutions for problems where the objective function or constraints exhibit nonlinear relationships. Unlike linear optimizatio…

    Jupyter Notebook