https://github.com/unused-dev/tfc-tensorflow-cnns
Convolutional Neural Networks in TensorFlow
https://github.com/unused-dev/tfc-tensorflow-cnns
tensorflow
Last synced: 8 months ago
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Convolutional Neural Networks in TensorFlow
- Host: GitHub
- URL: https://github.com/unused-dev/tfc-tensorflow-cnns
- Owner: unused-dev
- Created: 2023-11-29T12:23:17.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2023-11-29T12:24:59.000Z (over 2 years ago)
- Last Synced: 2025-06-05T12:38:37.055Z (about 1 year ago)
- Topics: tensorflow
- Homepage:
- Size: 1000 Bytes
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Convolutional Neural Networks in TensorFlow
`TensorFlow` `Machine Learning` `Deep Learning`
## Overview
This repository contains the summarized learning materials of **Convolutional Neural Networks in TensorFlow**.
> Instructor: Laurence Moroney
## Modules
1. [Exploring a Larger Dataset](./week01)
2. [Augmentation: A technique to avoid overfitting](./week02)
3. [Transfer Learning](./week03)
4. [Multiclass Classifications](./week04)
## Learning Contents
- Handle real-world image data
- Plot loss and accuracy
- Explore strategies to prevent overfitting, including augmentation and dropout
- Learn transfer learning and how learned features can be extracted from models
## References
[Introduction to the course](https://www.coursera.org/learn/convolutional-neural-networks-tensorflow)