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Implement 1D convolution, part 1: Convolution in Python from scratch

Veröffentlicht am: 06 Februar 2021
auf dem Kanal: Brandon Rohrer
10,141
80

Get the full course experience at https://e2eml.school/321

This course starts out with all the fundamentals of convolutional neural networks in one dimension for maximum clarity. We will extend Cottonwood to handle convolutional architectures and apply it to classifying electrically-measured heartbeats as healthy or irregular.

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Build a 2D convolutional neural network, part 17: Cottonwood cheatsheet
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Build a 2D convolutional neural network, part 16: Cottonwood code tour

Build a 2D convolutional neural network, part 16: Cottonwood code tour
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Build a 2D convolutional neural network, part 15: Rendering examples

Build a 2D convolutional neural network, part 15: Rendering examples
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Build a 2D convolutional neural network, part 13: Loss history and text summary

Build a 2D convolutional neural network, part 13: Loss history and text summary
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Build a 2D convolutional neural network, part 14: Collecting examples

Build a 2D convolutional neural network, part 14: Collecting examples
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Build a 2D convolutional neural network, part 12: Testing loop

Build a 2D convolutional neural network, part 12: Testing loop
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Build a 2D convolutional neural network, part 10: Connecting layers

Build a 2D convolutional neural network, part 10: Connecting layers
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Build a 2D convolutional neural network, part 11: The training loop

Build a 2D convolutional neural network, part 11: The training loop
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Build a 2D convolutional neural network, part 9: Adding layers

Build a 2D convolutional neural network, part 9: Adding layers
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Build a 2D convolutional neural network, part 8: Training code setup

Build a 2D convolutional neural network, part 8: Training code setup
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Build a 2D convolutional neural network, part 7: Why Cottonwood?

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Build a 2D convolutional neural network, part 6: Examples of successes and failures

Build a 2D convolutional neural network, part 6: Examples of successes and failures
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Build a 2D convolutional neural network, part 5: Pre-trained model results

Build a 2D convolutional neural network, part 5: Pre-trained model results
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Build a 2D convolutional neural network, part 3: MNIST digits

Build a 2D convolutional neural network, part 3: MNIST digits
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Build a 2D convolutional neural network, part 4: Model overview

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Build a 2D convolutional neural network, part 2: Overview

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Build a 2D convolutional neural network, part 1: Getting started

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