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10:58

Comparison of CNN and ViT

2:45

Vision Transformer

20:18

Diffusion Models Explained with Math From Scratch

Self-Attention

This video describes details of Scaled Dot-Product Attention, specific Self-Attention version used inside transformer architecture
In this video, animations and images except the ones taken from reference papers belong to me
References
Attention Is All You Need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit,
Llion Jones, Aidan N. Gomez, Lukasz Kaiser, Illia Polosukhin
arxiv.org/abs/1706.03762
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn,
Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer,
Georg Heigold, Sylvain Gelly, Jakob Uszkoreit, Neil Houlsby
arxiv.org/abs/2010.11929
#machinelearning #computervision
#deeplearning #ai #aitutorial #education
#transformer #visiontransformer #vit
#selfattention #multiheadattention
#imageprocessing #datascience
#computervisionwithhuseyinozdemir

zhlédnutí: 368

Video

10:58

Multi-Head Attention

zhlédnutí 131Před 4 měsíci

First, Self-Attention, building block of Multi-Head Attention, is defined. Then, Multi-Head Attention is described in detail Video Contents: 00:00 Self-Attention 07:55 Multi-Head Attention In this video, animations and images except the ones taken from reference papers belong to me References Attention Is All You Need Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aida...

2:45

Comparison of CNN and ViT

zhlédnutí 201Před 4 měsíci

Inductive bias is defined, CNN and ViT architectures are compared All animations and images in this video belong to me References Attention Is All You Need Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, Illia Polosukhin arxiv.org/abs/1706.03762 An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy, ...

20:18

Vision Transformer

zhlédnutí 608Před 4 měsíci

After the success in NLP, transformer architecture is adapted for image recognition as Vision Transformer (ViT) Video Contents: 00:00 Introduction 02:20 Extracting Embedding Vectors 05:13 Self-Attention 12:58 Multi-Head Attention 15:46 MLP 16:28 Classification Head 17:36 Comparison of CNN and ViT In this video, animations and images except the ones taken from reference papers belong to me Refer...

Diffusion Models Explained with Math From Scratch

31:21

Diffusion Models Explained with Math From Scratch

zhlédnutí 2,6KPřed 6 měsíci

Diffusion Model is a popular Generative AI method. Stable Diffusion and OpenAI Sora are diffusion models where diffusion takes place in latent space instead of image pixel space. Video Contents: 00:38 Sampling from a Standard Gaussian Distribution 02:30 Forward Process 04:58 Noise Addition in Single Step 06:11 Variance Schedule 07:36 Reverse Process 08:32 Derivation of Variational Lower Bound 1...

1:06

Greetings

zhlédnutí 676Před rokem

Hi, my name is Hüseyin Özdemir Welcome to my channel! This channel is about Computer Vision, Deep Learning, Machine Learning and Artificial Intelligence. In each video, ideas are described step by step in full detail. If you find the videos useful, like, subscribe, share and comment.

5:00

Supervised Learning

zhlédnutí 84Před rokem

Subscribe To My Channel www.youtube.com/@huseyin_ozdemir?sub_confirmation=1 Video Contents: 00:00 Definition of Labeled Dataset 00:53 Supervised Learning Mechanism 03:01 Subcategories of Supervised Learning 03:44 Supervised vs. Unsupervised * Definition of Labeled Dataset * Illustration of Supervised Learning Mechanism * Subcategories of Supervised Learning * Comparison of Supervised and Unsupe...

5:28

Unsupervised Learning

zhlédnutí 71Před rokem

Subscribe To My Channel www.youtube.com/@huseyin_ozdemir?sub_confirmation=1 Video Contents: 00:00 Illustration of Labeled and Unlabeled Datasets 01:27 Unsupervised Learning 03:05 Applications of Unsupervised Learning 04:12 Supervised vs. Unsupervised * Illustration of Labeled and Unlabeled Datasets * Unsupervised Learning * Applications of Unsupervised Learning * Comparison of Supervised and Un...

4:02

Semi-Supervised Learning

zhlédnutí 91Před rokem

Subscribe To My Channel www.youtube.com/@huseyin_ozdemir?sub_confirmation=1 Video Contents: 00:00 Comparison of Supervised and Unsupervised Learning 01:08 Semi-Supervised Learning 01:45 Self-Training, a Semi-Supervised Learning example * Comparison of Supervised and Unsupervised Learning * Semi-Supervised Learning * Self-Training, a Semi-Supervised Learning example All images and animations in ...

3:03

Self-Training

zhlédnutí 312Před rokem

Subscribe To My Channel www.youtube.com/@huseyin_ozdemir?sub_confirmation=1 In this video, Self-Training, a Semi-Supervised Learning method is described in detail All images and animations in this video belong to me #machinelearning #computervision #deeplearning #ai #aitutorial #education #semisupervisedlearning #unlabeleddata #pseudolabel #selftraining #labeleddata #imageprocessing #datascienc...

9:01

Self-Supervised Learning

zhlédnutí 152Před rokem

Subscribe To My Channel www.youtube.com/@huseyin_ozdemir?sub_confirmation=1 Video Contents: 00:00 Comparison of Supervised and Unsupervised Learning 01:09 Self-Supervised Learning 01:50 Self-Supervised Learning example with Autoencoder 04:16 Pretext and Downstream Tasks 06:32 Different Types of Pretext Tasks * Comparison of Supervised and Unsupervised Learning considering input data * Self-Supe...

9:47

Autoencoder

zhlédnutí 63Před rokem

Subscribe To My Channel www.youtube.com/@huseyin_ozdemir?sub_confirmation=1 Video Contents: 00:00 What is Autoencoder? 00:51 Parts of Autoencoder 02:37 Information about Dataset 03:43 Network & Training 05:59 Dimensionality Reduction 07:00 Self-Supervised Learning * What is Autoencoder? * Parts of Autoencoder: Encoder, Bottleneck and Decoder * Information about Dataset Used To Train Autoencoder...

8:03

Logit and Probability

zhlédnutí 171Před rokem

Subscribe To My Channel www.youtube.com/@huseyin_ozdemir?sub_confirmation=1 Video Contents: 00:00 Case for Binary Classification 03:05 Case for Multi-Class Classification 05:41 Case for Multi-Label Classification * Case for Binary Classification * Case for Multi-Class Classification * Case for Multi-Label Classification All images and animations in this video belong to me #machinelearning #comp...

7:05

Binary Classification

zhlédnutí 133Před rokem

Subscribe To My Channel www.youtube.com/@huseyin_ozdemir?sub_confirmation=1 Video Contents: 00:00 Definition of Binary Classification 00:50 Binary Classification example 01:24 Binary Classification is a Supervised Learning Method 02:11 About Training & Inference Phases 03:44 Output Layer for Binary Classification 04:50 Sigmoid Activation * Definition of Binary Classification * Binary Classifica...

6:49

Multi-Class Classification

zhlédnutí 117Před rokem

Subscribe To My Channel www.youtube.com/@huseyin_ozdemir?sub_confirmation=1 Video Contents: 00:00 Definition of Multi-Class Classification 00:51 Multi-Class Classification example 01:26 Multi-Class Classification is a Supervised Learning Method 02:20 About Training & Inference Phases 03:48 Output Layer for Multi-Class Classification 04:40 Softmax Activation * Definition of Multi-Class Classific...