本文為Kaggle Learn的Deep Learning課程的中文翻譯。原鏈接為：https://www.kaggle.com/learn/deep-learning

1. Intro to Deep Learning and Computer Vision

A quick overview of how models work on images

2. Building Models from Convolutions

Scale up from simple building blocks to models with beyond human capabilities

3. Programming in TensorFlow and Keras

Start writting code using TensorFlow and Keras

4. Transfer Learning

A powerful technique to build highly accurate models even with limited data

5. Data Augmentation

Learning a simple trick that effectively increases amount of data available for model training.

6. A Deeper Understanding of Deep Learning

How Stochastic Gradient Descent and Back-Propagation train your deep learning model.

7. Deep Learning From Scratch

Build models without transfer learning. Especially important for uncommom image types.

8. Dropout and Strides For Larger Models

Make your models faster and reduce overfitting

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