Information Field Theory Lecture Resources
Script:
ScriptRecordings:
Overview:1. Information Theory - Overview
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Apr 20, 2020 2. Information Field Theory - Over. I
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Apr 20, 2020 3. Information Field Theory - Over. II
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Apr 21, 2020
Information Theory:
4. Information Theory - Logic
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Apr 21, 2020 5. Plausible Reasoning
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Apr 27, 2020 6. Probabilities
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Apr 27, 2020 7. Probabilistic Reasoning
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Apr 27, 2020 8. Deductive Logic & Stat. Inference
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Apr 28, 2020 9. Bayesian Inference
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Apr 28, 2020 10. Coin Tossing
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May 5, 2020 11. Laplace's Rule of Succession
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May 5, 2020 12. Adaptive Information Retrieval
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May 6, 2020 13. Decision Theory
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May 6, 2020 14. Communication
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May 11, 2020 15. Information Measures
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May 11, 2020 16. Information Metric
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May 12, 2020 17. Maximum Entropy Principle
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May 12, 2020 18. Communication & MaxEnt
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May 18, 2020 18+i. Why is the KL asymmetric?
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May 26, 2020 19. Hard & Soft Data Constraints
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May 18, 2020 20. Maximum Entropy Recipe
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May 18, 2020 21. Exponential & Poisson Distrib.
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May 19, 2020 22. Gaussian Distribution
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May 19, 2020 23. Multivariate Gaussian
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May 25, 2020 24. MaxEnt in Many Dimensions
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May 25, 2020
Information Field Theory:
25. Information Field Theory - Intro
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May 25, 2020 26. Wiener Filter
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May 26, 2020 27. Wiener Filter in Action
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May 26, 2020 28. Optimal Linear Filter
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June 8, 2020 29. Linear Response Theory
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June 8, 2020 30. Symmetry Filter & Response
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June 9, 2020 31. Instrument Response Functions
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June 9, 2020 32. Gaussian Fields
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June 15, 2020 33. Statistical Homogeneity
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June 15, 2020 34. Wiener-Khintchin Theorem
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June 16, 2020 35. Filter Function
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June 16, 2020 36. Deconvolution
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June 22, 2020 37. Fidelity
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June 22, 2020 38. Missing Data
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June 23, 2020 39. Matrix Algebra & Gauss. Process.
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June 23, 2020 40. Wiener Process
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June 29, 2020 41. Stochastic Calculus
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June 29, 2020 42. Linear Stochastic Systems
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June 30, 2020 43. Log-Normal Poisson Model
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June 30, 2020 44. Classical Solution
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July 7, 2020 45. Free & Interacting Theory
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July 7, 2020 46. Local Anharmonic Interaction
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July 13, 2020 47. Feynman Diagrams
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July 13, 2020 48. Diagrammatic Expectation Values
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July 14, 2020 49. Diagrammatic Expectation Values 2
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July 14, 2020 50. Log-Normal Poisson Diagrammatic
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July 14, 2020 51. Uncertainty Loop Corrections
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July 20, 2020 52. Thermodynamical Inference
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July 20, 2020 53. Operator Calculus
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July 12, 2021
Signal Reconstruction / Numerical Information Field Theory:
101. Linear Reconstruction
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September 14, 2020 103. Non-linear Reconstruction
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September 14, 2020 104. Metric Gaussian Variational Inference
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Jakob Knollmüller, September 15, 2020 106. Sampling
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September 16, 2020 107. Geometric Variational Inference
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Philipp Frank, September 21, 2022
Handouts
IT: Handout 1, Handout 2, Handout 3, Handout 4, Handout 5, Handout 6, Handout 7IFT: Handout 8, Handout 9, Handout 10, Handout 11, Handout 12, Handout 13, Handout 14, Handout 15, Handout 16
Additional Notes: Note 1, Note 2,
NIFTy: NIFTy tutorial: IFT 1+2, NIFTy tutorial: Sampling
Examinations
IT examinations: 2015, 2016, 2017, 2021IFT examinations: 2015, 2016, 2017, 2021