Machine Learning in the Nanoworld - VideoAndMovie

Lectures on Scanning Probe Microscopy: Piezoresponse Force Microscopy, Electrochemical Strain Microscopy, and Kelvin Probe Force Microscopy

ML_EM_24_CustomVAE

1:07:51

ML_EM_24_CustomVAE

ML_EM_23_PhysicsFromImages

1:34:16

ML_EM_23_PhysicsFromImages

ML_EM_22_ReinforcementLearning

1:39:17

ML_EM_22_ReinforcementLearning

Multi-Objective, Multi-Fidelity, and Multi-Task Gaussian Processes and Bayesian Optimization

2:03:01

Multi-Objective, Multi-Fidelity, and Multi-Task Gaussian Processes and Bayesian Optimization

ML_EM_21_Explainable_and_hAE

1:23:39

ML_EM_21_Explainable_and_hAE

ML_EM_20_DeepKernelLearning

1:44:51

ML_EM_20_DeepKernelLearning

Deep Kernel Learning - 2: human in the loop

2:18:45

Deep Kernel Learning - 2: human in the loop

ML_EM_18_EncoderDecoders

1:43:30

ML_EM_18_EncoderDecoders

Deep Kernel Learning - 1

1:58:51

Deep Kernel Learning - 1

ML_EM_17_VAE

1:31:39

ML_EM_17_VAE

ML_EM_16_VAE

1:48:24

ML_EM_16_VAE

Variational Autoencoders

1:51:16

Variational Autoencoders

ML_EM_15_sGP_hypoAI

1:52:16

ML_EM_15_sGP_hypoAI

ML_EM_14_GP_BO

1:52:44

ML_EM_14_GP_BO

Hypothesis learning and GPax beyond 1D

1:14:53

Hypothesis learning and GPax beyond 1D

ML_EM_13_Unet_masked-RCNN

2:00:48

ML_EM_13_Unet_masked-RCNN

ML_EM_12_ELIT_DCNN

1:56:25

ML_EM_12_ELIT_DCNN

Bayesian Inference and Structured Gaussian Processes from Physicists' Perspective

2:03:11

Bayesian Inference and Structured Gaussian Processes from Physicists' Perspective

ML_EM_11_Intro_NN_DCNN

1:59:47

ML_EM_11_Intro_NN_DCNN

ML_EM_10_Simulation_EM

1:50:44

ML_EM_10_Simulation_EM

Gaussian Processes and Bayesian Optimization from Physicists' Perspective

1:55:52

Gaussian Processes and Bayesian Optimization from Physicists' Perspective

ML_EM_09_Data_Infrastructure

1:46:23

ML_EM_09_Data_Infrastructure

$ML_EM_08_DiffractionEM$

1:48:00

ML_EM_08_DiffractionEM

ML_EM_07_LinearML_Images

1:43:42

ML_EM_07_LinearML_Images

ML_EM_06_Distortion_Corrections

1:42:07

ML_EM_06_Distortion_Corrections

ML_EM_05_Resolution_ProbeFunctions

1:47:39

ML_EM_05_Resolution_ProbeFunctions

ML_EM_04_LinearML_Spectra

1:55:46

ML_EM_04_LinearML_Spectra

ML_EM_03_Quantitative_EELS

1:52:18

ML_EM_03_Quantitative_EELS

ML_EM_02_Introduction_to_EM

2:07:49

ML_EM_02_Introduction_to_EM

ML_EM_01_Microscopy of the Future

1:33:05

ML_EM_01_Microscopy of the Future