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compphysics's Projects

compphysicsqt icon compphysicsqt

The link here gives access to various presentations and more material

compsciprogram icon compsciprogram

This repository contains exercises and projects on computational science and AI for the CompSci program. Lecture notes at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/intro.html

computationalphysics icon computationalphysics

Introductory course in Computational Physics, including linear algebra, eigenvalue problems, differential equations, Monte Carlo methods and more.

computationalphysics2 icon computationalphysics2

Advanced course in Computational Physics, see texbook at http://compphysics.github.io/ComputationalPhysics2/doc/LectureNotes/_build/html/ with an emphasis on computational quantum mechanics, machine learning and quantum computing.

insightphysicsimmersionweek icon insightphysicsimmersionweek

This GitHub repository contains all teaching material relevant for the Physics Immersion week of the Insight program.

machinelearning icon machinelearning

Course on Machine Learning and Statistical data Analysis with book at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/intro.html. Contains Linear and Logistic Regression, Neural Networks and Deep Learning methods, Decision Trees, Random forests, Boosting methods and other ensemble methods, support vector machines and central unsupervised learning algorithms.

machinelearningmsu icon machinelearningmsu

We include here the information for the FRIB-TA summer school on Machine Learning

mlerasmus icon mlerasmus

This site contains all document relevant for the Machine Learning courses of the Erasmus+ network. Jupyter-book link at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/intro.html.

mlsummerschool icon mlsummerschool

Material on Machine Learning methods applied to Physics analysis, with an emphasis on Regression and Deep Learning Methods. https://compphysics.github.io/MLSummerSchool/doc/web/course.html gives you direct access to the learning material with lectures slides and jupyter notebooks.

tenalgorithms icon tenalgorithms

This site contains an article written for Lecture Notes in Physics and its 1000th issue. It describes ten central algorithms in science and how that are used in a variety of Physics applications

thesisprojects icon thesisprojects

This repository contains previous and present topics for Master of Science and PhD thesis in Computational Physics.

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