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Deep learning for DFT 1:21
📺 Microsoft Research 👁️ 8,416 views

Kieron Burke Density Functionals From Machine Learning Information Guide

  1. About to Kieron Burke Density Functionals From Machine Learning
  2. Key Details
  3. History
  4. Full Guide
  5. Final Thoughts

About to Kieron Burke Density Functionals From Machine Learning

Information Kieron Burke: Density functionals from machine learning News
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Key Details

Full 14 MDL - Kieron Burke: Machine-learning of density functionals for appl. in molecules and materials News
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History

Machine Learning Density Functionals in the Ground-State and for Time-Dependent DFT. (Kieron Burke) News
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Machine Learning for Quantum Simulation - Kieron Burke (June 22, 2020)
Machine Learning for Quantum Simulation - Kieron Burke (June 22, 2020)
Semiclassical origins of density functional approximations
Semiclassical origins of density functional approximations
ML in electronic structure theory - Prof Kieron Burke, UCI Chemistry
ML in electronic structure theory - Prof Kieron Burke, UCI Chemistry
What is Density Functional Theory (DFT)
What is Density Functional Theory (DFT)
Kieron Burke - Elements of electronic structure calculations: HF and DFT - IPAM at UCLA
Kieron Burke - Elements of electronic structure calculations: HF and DFT - IPAM at UCLA
Kieron Burke - Conditional probability density functional theory - IPAM at UCLA
Kieron Burke - Conditional probability density functional theory - IPAM at UCLA
The Importance of Quantum Mechanics to Saving Our Planet
The Importance of Quantum Mechanics to Saving Our Planet
Explicit corrections to the gradient expansion for the kinetic energy in one dimension
Explicit corrections to the gradient expansion for the kinetic energy in one dimension
Marivi Fernandez Serra - Machine learning to improve the exchange and correlation functional in DFT
Marivi Fernandez Serra - Machine learning to improve the exchange and correlation functional in DFT
Deep learning for DFT
Deep learning for DFT
ML4Science Seminar: Kieron Burke (University of California, Irvine)
ML4Science Seminar: Kieron Burke (University of California, Irvine)

Full Guide

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Last Updated: August 23, 2026

Final Thoughts

Information Kieron Burke: Machine Learning assisted DFT for strongly correlated systems News
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