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Lecture Notes in Deep Learning: Architectures – Part 2

Towards entry "Lecture Notes in Deep Learning: Architectures – Part 2"

Deeper Architectures These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely automatica...

July 27, 2020 Category: Lecture Notes in Deep Learning
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Lecture Notes in Deep Learning: Architectures – Part 1

Towards entry "Lecture Notes in Deep Learning: Architectures – Part 1"

From LeNet to GoogLeNet These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely automat...

July 26, 2020 Category: Lecture Notes in Deep Learning
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Lecture Notes in Deep Learning: Common Practices – Part 4

Towards entry "Lecture Notes in Deep Learning: Common Practices – Part 4"

Performance Evaluation These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely automati...

July 25, 2020 Category: Lecture Notes in Deep Learning
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Lecture Notes in Deep Learning: Common Practices – Part 3

Towards entry "Lecture Notes in Deep Learning: Common Practices – Part 3"

Class Imbalance These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely automatically a...

July 24, 2020 Category: Lecture Notes in Deep Learning
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Lecture Notes in Deep Learning: Common Practices – Part 2

Towards entry "Lecture Notes in Deep Learning: Common Practices – Part 2"

Hyperparameters and Ensembling These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely ...

July 23, 2020 Category: Lecture Notes in Deep Learning
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Lecture Notes in Deep Learning: Common Practices – Part 1

Towards entry "Lecture Notes in Deep Learning: Common Practices – Part 1"

Optimizers & Learning Rates These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely...

July 22, 2020 Category: Lecture Notes in Deep Learning
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Lecture Notes in Deep Learning: Regularization – Part 5

Towards entry "Lecture Notes in Deep Learning: Regularization – Part 5"

Multi-task Learning These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely automatical...

July 21, 2020 Category: Lecture Notes in Deep Learning
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Understanding Compositional Structures in Art Historical Images using Pose and Gaze Priors

Towards entry "Understanding Compositional Structures in Art Historical Images using Pose and Gaze Priors"

Written by Prathmesh Madhu Contribution Inspired from the pioneer work of Max Imdahl , our work focuses on generating image composition canvas (ICC) diagrams based on two central themes: (a) detection of action regions and action lines of an artwork (b) pose-based segmentation of for...

July 20, 2020 Category: News, Pattern Recognition Blog
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Lecture Notes in Deep Learning: Regularization – Part 4

Towards entry "Lecture Notes in Deep Learning: Regularization – Part 4"

Initialization & Transfer Learning These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques ...

July 20, 2020 Category: Lecture Notes in Deep Learning
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Lecture Notes in Deep Learning: Regularization – Part 3

Towards entry "Lecture Notes in Deep Learning: Regularization – Part 3"

Normalization & Dropout These are the lecture notes for FAU's YouTube Lecture "Deep Learning". This is a full transcript of the lecture video & matching slides. We hope, you enjoy this as much as the videos. Of course, this transcript was created with deep learning techniques largely aut...

July 19, 2020 Category: Lecture Notes in Deep Learning
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