optimization

Set of Jupyter (iPython) notebooks (and few pdf-presentations) about things that I am interested on, like Computer Science, Statistics and Machine-Learning, Artificial Intelligence (AI), Financial Engineering, Optimization, Stochastic Modelling, Time-Series forecasting, Science in general... and more.

Repository for the companion Colab notebook of the Domain-Specific Small Language Models book.

Decode cellphone transmissions and compare performance to decoding methods currently in use in cellular networks.

Analyze the structural imbalance on a signed social network.

Notebooks on production optimisation and history matching

IPython Notebooks of Convex Optimization Problems

Slides/notes and Jupyter notebook demos for an introductory course of numerical analysis/scientific computing

Jupyter and Pluto notebooks for Operations Research Problems

We have used the new hierarchical carbonate reservoir benchmarking case study created by Costa Gomes J, Geiger S, Arnold D to be used for reservoir characterization, uncertainty quantification and history matching.

Slides and notebooks for my tutorial at PyData London 2018

Learning PyTorch through the D2L book. A series of notebooks for the same

[2020] Front-End Notebook

Materials for the optimization course [Matlab, Python and Julia]

Jupyter Notebooks demonstrating Optimization using Python with case studies

Jupyter notebooks with implementations and solutions to optimization problems found in Model Building in Mathematical Programming by H. Paul Williams.

Notebooks to support teaching material for the engineering systems optimization course (MECH559)

Repository contains many notebooks focused on scientific Python usage in tutorial way

An interactive introduction to the Julia language

Resources regarding Transformers library

An LP problem with hiearchical objectives, modeled as a vehicle routing problem , implemented with gurobipy python API in a jupyter notebook, and solved by using the Gurobi solver