CNN

Deep Learning

Convolutions in Deep Learning – Interactive Demo App

deeplizard explains the importance of convolutions in deep learning. In deep learning, convolution operations are the key components used in convolutional neural networks. A convolution operation maps an input to an output using a filter and a sliding window. Use the interactive demonstration below to gain a better understanding of this process. 

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AI TensorFlow

Data Augmentation with TensorFlow’s Keras API

deeplizard demonstrates how to use data augmentation on images using TensorFlow’s Keras API. VIDEO SECTIONS 00:00 Welcome to DEEPLIZARD – Go to deeplizard.com for learning resources 00:17 Introduction to Data Augmentation 01:32 Image Augmentation with Keras 08:16 Collective Intelligence and the DEEPLIZARD HIVEMIND

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AI Natural Language Processing

Transformers for Image Recognition at Scale

Yannic Kilcher explains why transformers are ruining convolutions. This paper, under review at ICLR, shows that given enough data, a standard Transformer can outperform Convolutional Neural Networks in image recognition tasks, which are classically tasks where CNNs excel. In this Video, I explain the architecture of the Vision Transformer (ViT), the reason why it works […]

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AI TensorFlow

Process Images for Fine-Tuned MobileNet with TensorFlow’s Keras API

In this deeplizard episode, learn how to prepare and process our own custom data set of sign language digits, which will be used to train our fine-tuned MobileNet model in a future episode. VIDEO SECTIONS 00:00 Welcome to DEEPLIZARD – Go to deeplizard.com for learning resources 00:40 Obtain the Data 01:30 Organize the Data 09:42 […]

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AI Computer Vision Mobile

MobileNet Image Classification with TensorFlow’s Keras API

deeplizard  introduces MobileNets, a class of light weight deep convolutional neural networks that are vastly smaller in size and faster in performance than many other popular models. VIDEO SECTIONS 00:00 Welcome to DEEPLIZARD – Go to deeplizard.com for learning resources 00:17 Intro to MobileNets 02:56 Accessing MobileNet with Keras 07:25 Getting Predictions from MobileNet 13:32 […]

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Data Visualization Neural Networks

Visualizing Deep Learning

vcubingx provides a visual introduction to the structure of an artificial neural network. The Neural Network, A Visual Introduction | Visualizing Deep Learning, Chapter 1 0:00 Intro 1:55 One input Perceptron 3:30 Two input Perceptron 4:40 Three input Perceptron 5:17 Activation Functions 6:58 Neural Network 9:45 Visualizing 2-2-2 Network 10:59 Visualizing 2-3-2 Network 12:33 Classification […]

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