1. Video of Maizi College (Chinese-taught, code-based practice)
download link
Advanced Deep Learning
Link: http://pan.baidu.com/s/1nvPfWI9 328 Password: 4qyy
Deep Learning Basic
Link: http://pan.baidu.com/s/1hsbRlkC 362 Password: m4yd
2、Coursera： Neural Networks for Machine Learning （Geoffrey Hinton）
"Neural Networks for Machine Learning" open course by Geoffrey Hinton at the University of Toronto on Coursera This course focuses on neural networks and their applications in machine learning
Hinton, the founder of deep learning, lectures in person
Course download address
Link: http://pan.baidu.com/s/1dF2xkul Password: qim7
3. Udacity Deep Learning Course
Course Catalog
Lesson 1: From Machine Learning to Deep Learning
- Understand the historical context and motivation for deep learning.
- Build a basic supervised classification task and train a black box classifier on top of it.
- Train a logistics classifier "by hand" and optimize it using gradient descent, SGD, momentum, and AdaGrad.
Lesson 2: Deep Neural Networks
- Train a simple deep network.
- Effectively ordering a simple deep network.
- Train a competitive deep network through model exploration and hyperparameter transformation.
Lesson 3: Convolutional Neural Networks
- Train a simple convolutional neural network.
- Explore the design space of convolutional networks.
Lesson 4: Deep Models for Text and Sequences
- Train a text embedding model.
- Train a Long Short Term Memory (LSTM) model.
download link
http://pan.baidu.com/s/1nvCWkpr
4、Deep Learning for Natural Language Processing(CS224d)
illustrate:
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