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Interpretable Deep Learning: Towards Understanding & Explaining Deep Neural Networks (Part 1 of 2)

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Keywords
AI interpretability
Deep Learning
DL
DNN
IEEE ICIP 2018
Authors
Wojciech Samek; Gregoire Montavon; Klaus-Robert Müller
Date
DOI
https://dx.doi.org/10.17023/g8g0-v068
Duration
1:25:33
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Opening the Black Box-How to Interpret Machine Learning Functions and their Decisions

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Keywords
Machine Learning
ML
Deep Learning
DL
DNN
Explainable AI
IEEE mlsp 2018
Authors
Lars Kai Hansen; Laura Rieger
Date
DOI
https://dx.doi.org/10.17023/bc2m-j326
Duration
1:38:34
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On Bayesian Deep Learning and Deep Bayesian Learning

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Keywords
Machine Learning
ML
Deep Learning
DL
DNN
Variational Autoencoders
Bayelsian Learning
Reinforcement Learning
RL
IEEE mlsp 2017
Authors
Yee Whye The
Date
DOI
https://dx.doi.org/10.17023/ybbc-ra82
Duration
1:05:25
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Large Scale Optimization for Machine Learning

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Keywords
ML
Large-scale optimization
statistics
gradient-based optimization
SGD
DSW 2019
Machine Learning
Data Science Workshop 2019
Authors
Julien Mairal
Date
DOI
https://dx.doi.org/10.17023/518j-s076
Duration
2:59:32
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Photometric 3D Reconstruction

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Keywords
3D reconstruction
photometric stereo
Deep learning
Deep Photometric stereo Networks
ICIP 2019
International Conference on Image Processing 2019
Authors
Michael Waechter, Boxin Shi, Yasuyuki Matsushita
Date
DOI
https://dx.doi.org/10.17023/8m37-6n18
Duration
2:55:40
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Deep Learning for Image Transformation

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Keywords
Machine Learning
Neural Network
CNN
Convolutional Neural Network
Generative Adversarial Network
GAN
Cycle-Consistancy
Image Colorization
Rough Sketch inking；Image impainting
ICIP 2019
International Conference on Image Processing 2019
Authors
Hiroshi Ishikawa, Edgar Simo-Serra
Date
DOI
https://dx.doi.org/10.17023/hahd-j111
Duration
2:59:09
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Deep Learning For Image and Video Processing

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Keywords
Neural Network
LSTM
Long Short-Term Memory
Image processing
Super-resolution
Frame Prediction
Image compression
Transform
Intra-prediction
ICIP 2019
International Conference on Image Processing 2019
Authors
A. Murat Tekalp
Date
DOI
https://dx.doi.org/10.17023/a0es-ms10
Duration
3:01:25
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Vision and Text: Search, Generation and Translation

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Keywords
Image captioning
Video captioning
GAN
Generative Adversarial Network
Deep learning
CP-VTON
ICIP 2019
International Conference on Image Processing 2019
Authors
Ting Yao;Wei Zhang; Wen-Huang Cheng
Date
DOI
https://dx.doi.org/10.17023/4xam-6495
Duration
2:55:38
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Generative Adversarial Network and its Applications on Speech Signal and Natural Language Processing

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Keywords
Generative adversarial networks (GANs)
Natural language processing (NLP)
Reinforcement learning
Speech recognition
Adversarial training
Conditional GAN
Cycle GAN
Domain adversarial training
Unsupervised Conditional Generation
Inverse reinforcement learning
Speech signal generation
Speech enhacement
Speech recognition
Acoustic feature transformation
Speech synthesis
Voice conversion
Emotion recognition
Conditional sequence generation
Unsupervised abstractive summarization
Text style transfer
Semi-supervised learning
Unsupervised machine translation
Authors
Hung-yi Lee; Yu Tsao
Date
DOI
https://dx.doi.org/10.17023/asce-w056
Duration
2:59:22
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From Iterative Algorithms to Deep Learning

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Keywords
Statistical signal processing
Machine learning
Tensorflow
Optimization techniques
Neural networks
Objective functions
Authors
Ami Wiesel
Date
DOI
https://dx.doi.org/10.17023/6b6a-k405
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2:26:35
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