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Introduction
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Classroom Contents
Deep Learning in Audio for Absolute Beginners: From No Experience to a Deployed Model
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- 1 Introduction
- 2 Outline
- 3 My Mission
- 4 Music Maker Jam
- 5 Video Editor Jam
- 6 My Background
- 7 What is Deep Learning
- 8 Why Deep Learning
- 9 Examples
- 10 Myths
- 11 Deep Learning is easy
- 12 You need a lot of data
- 13 You need a computational cluster
- 14 Deep learning models can run in real time
- 15 Deep learning techniques
- 16 Deep learning book
- 17 Deep learning lectures
- 18 Deep learning research papers
- 19 What are the 4 steps
- 20 Out of the way
- 21 Machine Learning
- 22 Datasets
- 23 Virtual Analog Modeling
- 24 Neural Networks
- 25 Fir Filter
- 26 Recurrent Neural Network
- 27 Loss Function in Audio
- 28 Gradient Descent
- 29 HyperParameters
- 30 Epochs
- 31 Free Datasets
- 32 Demonstration
- 33 Spice Software
- 34 Code Base
- 35 Resources
- 36 Conclusion
- 37 Questions
- 38 Simple RNN
- 39 RNN Output
