Machine learning course, exercises week 38 and discussion of cross-validation Morten Hjorth-Jensen 1,22 тыс. подписчиков Скачать
Many-body lecture September 12, discussion of Wick's theorem, examples, diagrammatic representations Скачать
Many-body physics, Wick's theorem and diagrammatic representation, second part of lecture Sept. 6 Скачать
Quantum Fourier Transforms and start discussions of Quantum Phase estimation algorithm, part 2 Скачать
Introduction to generative methods, basic mathematical properties and intro to Boltzmann machines Скачать
Optimization and parallelization for Monte Carlo calculations, mostly tailored to C++ programming Скачать
Review of Fourier transforms, discrete Fourier and motivation for Quantum Fourier transforms part1 Скачать
Writing your own code for simulating Bell states and links to Qiskit and how to run on IBM machines Скачать
Codes and structure of neural network codes and start discussing Convolutional Neural Networks Скачать
Computational quantum mechanics, importance sampling and Fokker-Planck equation and technicalities Скачать
Quantum computing lecture, entanglement, density matrices and entropies. Start discussion gates Скачать
Lecture on neural networks, part 3, examples of building own code and links to automatic derivation Скачать
Lecture February, Computational Quantum Mechanics, Importance sampling and Metropolis-Hastings algo Скачать
Automatic differentiation and back propagation, lecture on mathematics of neural networks, part 2 Скачать
First lecture Quantum Computing course, FYS5419/9419. Basic definitions and linear algebra reminder Скачать
Many-body perturbation theory, examples and introduction of time-dependence and various pictures. Скачать
Electron gas in three dimensions and links with density functional theory and Hartree-Fock theory Скачать
Machine learning lecture: from logistic regression to optimization problems, gradients and all that Скачать
Machine learning and Ridge and Lasso regression and start discussion of statistical interpretations Скачать
Many-body lectures, from first quantization to definitions of creation and annihilation operators Скачать
Machine Learning lecture on interpretations of ordinary least square, lecture August 31, 2023 Скачать
FYS4411/9411 Lecture May 4, summary on generative models and links to neural nets for many-body phys Скачать
FYS4411/9411 lecture April 27, 2023. Implementing Boltzmann machines for quantum mech studies Скачать
FYS5429: Basics of deep generative networks: Elements of restricted Boltzmann machines, April 19/23 Скачать
FYS5429 lecture:Generative models, basics of Markov-Chain Monte Carlo and overarching view. March 29 Скачать
Quantum computing and the VQE, discussion of project work, one and two-qubit simulations, March 27 Скачать
Computational quantum mechanics lecture, March 16, 2023. Resampling methods, bootstrap and blocking Скачать
CompSci program: summary of RNNs and discussion of rest of the semester, Lecture March 14, 2023 Скачать
Computational quantum mechanics, gradient methods and variational Monte Carlo, lecture March 9, 2023 Скачать
Quantum computing, gates, circuits and getting started with Qiskit. Lecture FYS5419 March 6, 2023 Скачать
Quantum computing lectures FYS5419, density matrices and entropy and start quantum gates, Feb 27/23 Скачать
Computational quantum mechanics and Variational Monte Carlo, Importance sampling. Feb 9, 2023 Скачать
Quantum computing lectures, basics of measurements and density matrices, preparing for entanglement Скачать
Back propagation and automatic differentiation, part 2 and getting started with writing an NN code Скачать
Many-body physics, FCI, HF and MBPT repetition and start coupled cluster theory, November 24, 2022 Скачать
Support vector machines, soft margins for classification and regression, Lecture November 18, 2022 Скачать
Many-body physics lecture, discussion of stability of Hartree-Fock solutions and Thouless' theorem Скачать