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Title: GitHub - teetajp/DeepLearningForAudioWithPython: Code and slides for the "Deep Learning (For Audio) With Python" course on TheSoundOfAI Youtube channel. · GitHub

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Description: Code and slides for the "Deep Learning (For Audio) With Python" course on TheSoundOfAI Youtube channel. - teetajp/DeepLearningForAudioWithPython

Open Graph Description: Code and slides for the "Deep Learning (For Audio) With Python" course on TheSoundOfAI Youtube channel. - teetajp/DeepLearningForAudioWithPython

X Description: Code and slides for the "Deep Learning (For Audio) With Python" course on TheSoundOfAI Youtube channel. - teetajp/DeepLearningForAudioWithPython

Opengraph URL: https://github.com/teetajp/DeepLearningForAudioWithPython

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48 Commits	https://github.com/teetajp/DeepLearningForAudioWithPython/commits/master/
	https://github.com/teetajp/DeepLearningForAudioWithPython/commits/master/
01 - Course overview/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/01%20-%20Course%20overview/slides
01 - Course overview/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/01%20-%20Course%20overview/slides
02 - Ai, machine learning and deep learning/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/02%20-%20Ai%2C%20machine%20learning%20and%20deep%20learning/slides
02 - Ai, machine learning and deep learning/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/02%20-%20Ai%2C%20machine%20learning%20and%20deep%20learning/slides
03 - Implementing an artificial neuron from scratch	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/03%20-%20Implementing%20an%20artificial%20neuron%20from%20scratch
03 - Implementing an artificial neuron from scratch	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/03%20-%20Implementing%20an%20artificial%20neuron%20from%20scratch
04 - Vector and matrix operations/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/04%20-%20Vector%20and%20matrix%20operations/slides
04 - Vector and matrix operations/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/04%20-%20Vector%20and%20matrix%20operations/slides
05 - Computation in neural networks/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/05%20-%20Computation%20in%20neural%20networks/slides
05 - Computation in neural networks/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/05%20-%20Computation%20in%20neural%20networks/slides
06 - Implementing a neural network from scratch/code	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/06%20-%20Implementing%20a%20neural%20network%20from%20scratch/code
06 - Implementing a neural network from scratch/code	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/06%20-%20Implementing%20a%20neural%20network%20from%20scratch/code
07 - Bagkpropagation and gradient descent/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/07%20-%20Bagkpropagation%20and%20gradient%20descent/slides
07 - Bagkpropagation and gradient descent/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/07%20-%20Bagkpropagation%20and%20gradient%20descent/slides
08 - Training a neural network - Implementing back propagation from scratch/code	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/08%20-%20Training%20a%20neural%20network%20-%20Implementing%20back%20propagation%20from%20scratch/code
08 - Training a neural network - Implementing back propagation from scratch/code	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/08%20-%20Training%20a%20neural%20network%20-%20Implementing%20back%20propagation%20from%20scratch/code
09 - How to imlement a simple neural network with TensorFlow/code	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/09%20-%20How%20to%20imlement%20a%20simple%20neural%20network%20with%20TensorFlow/code
09 - How to imlement a simple neural network with TensorFlow/code	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/09%20-%20How%20to%20imlement%20a%20simple%20neural%20network%20with%20TensorFlow/code
10 - Understanding audio data for deep learning/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/10%20-%20Understanding%20audio%20data%20for%20deep%20learning/slides
10 - Understanding audio data for deep learning/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/10%20-%20Understanding%20audio%20data%20for%20deep%20learning/slides
11 - Preprocessing audio data for deep learning/code	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/11%20-%20Preprocessing%20audio%20data%20for%20deep%20learning/code
11 - Preprocessing audio data for deep learning/code	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/11%20-%20Preprocessing%20audio%20data%20for%20deep%20learning/code
12 - Music genre classification - Preparing the dataset/code	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/12%20-%20Music%20genre%20classification%20-%20Preparing%20the%20dataset/code
12 - Music genre classification - Preparing the dataset/code	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/12%20-%20Music%20genre%20classification%20-%20Preparing%20the%20dataset/code
13 - Implementing a neural network for music genre classification	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/13%20-%20Implementing%20a%20neural%20network%20for%20music%20genre%20classification
13 - Implementing a neural network for music genre classification	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/13%20-%20Implementing%20a%20neural%20network%20for%20music%20genre%20classification
14 - Solving overfitting in neural networks	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/14%20-%20Solving%20overfitting%20in%20neural%20networks
14 - Solving overfitting in neural networks	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/14%20-%20Solving%20overfitting%20in%20neural%20networks
15 - How does a convolutional neural network work/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/15%20-%20How%20does%20a%20convolutional%20neural%20network%20work/slides
15 - How does a convolutional neural network work/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/15%20-%20How%20does%20a%20convolutional%20neural%20network%20work/slides
16 - How to implement a CNN for music genre classification/code	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/16%20-%20How%20to%20implement%20a%20CNN%20for%20music%20genre%20classification/code
16 - How to implement a CNN for music genre classification/code	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/16%20-%20How%20to%20implement%20a%20CNN%20for%20music%20genre%20classification/code
17 - Recurrent Neural Networks explained easily/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/17%20-%20Recurrent%20Neural%20Networks%20explained%20easily/slides
17 - Recurrent Neural Networks explained easily/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/17%20-%20Recurrent%20Neural%20Networks%20explained%20easily/slides
18 - LSTM networks explained easily/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/18%20-%20LSTM%20networks%20explained%20easily/slides
18 - LSTM networks explained easily/slides	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/18%20-%20LSTM%20networks%20explained%20easily/slides
19 - How to implement an RNN-LSTM for music genre classification/code	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/19%20-%20How%20to%20implement%20an%20RNN-LSTM%20for%20music%20genre%20classification/code
19 - How to implement an RNN-LSTM for music genre classification/code	https://github.com/teetajp/DeepLearningForAudioWithPython/tree/master/19%20-%20How%20to%20implement%20an%20RNN-LSTM%20for%20music%20genre%20classification/code
.gitignore	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/.gitignore
.gitignore	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/.gitignore
CONTRIBUTING.md	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/CONTRIBUTING.md
CONTRIBUTING.md	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/CONTRIBUTING.md
CONTRIBUTORS.md	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/CONTRIBUTORS.md
CONTRIBUTORS.md	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/CONTRIBUTORS.md
Instructions_GTZAN.md	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/Instructions_GTZAN.md
Instructions_GTZAN.md	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/Instructions_GTZAN.md
LICENSE	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/LICENSE
LICENSE	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/LICENSE
README.md	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/README.md
README.md	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/README.md
dataset_downloader.py	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/dataset_downloader.py
dataset_downloader.py	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/dataset_downloader.py
environment.yml	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/environment.yml
environment.yml	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/environment.yml
requirements.txt	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/requirements.txt
requirements.txt	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/requirements.txt
README	https://github.com/teetajp/DeepLearningForAudioWithPython
Contributing	https://github.com/teetajp/DeepLearningForAudioWithPython
License	https://github.com/teetajp/DeepLearningForAudioWithPython
	https://github.com/teetajp/DeepLearningForAudioWithPython#deep-learning-for-audio-with-python
Deep Learning (for Audio) with Python	https://www.youtube.com/playlist?list=PL-wATfeyAMNrtbkCNsLcpoAyBBRJZVlnf
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	https://github.com/teetajp/DeepLearningForAudioWithPython#note-on-versioning
legacy branch	https://github.com/musikalkemist/DeepLearningForAudioWithPython/tree/legacy
	https://github.com/teetajp/DeepLearningForAudioWithPython#table-of-contents
Dataset Setup (GTZAN)	https://github.com/teetajp/DeepLearningForAudioWithPython#dataset-setup-gtzan
Course Structure	https://github.com/teetajp/DeepLearningForAudioWithPython#course-structure
1. Fundamentals & Math	https://github.com/teetajp/DeepLearningForAudioWithPython#part-1-fundamentals--math
2. Neural Networks from Scratch	https://github.com/teetajp/DeepLearningForAudioWithPython#part-2-neural-networks-from-scratch
3. TensorFlow & Audio Preprocessing	https://github.com/teetajp/DeepLearningForAudioWithPython#part-3-tensorflow--audio-preprocessing
4. Music Genre Classification Project	https://github.com/teetajp/DeepLearningForAudioWithPython#part-4-music-genre-classification-project-mlp
5. Advanced Architectures (CNN & RNN)	https://github.com/teetajp/DeepLearningForAudioWithPython#part-5-advanced-architectures-cnn--rnn-lstm
How to Run the Scripts	https://github.com/teetajp/DeepLearningForAudioWithPython#how-to-run-the-scripts
	https://github.com/teetajp/DeepLearningForAudioWithPython#dataset-setup-gtzan
Instructions GTZAN	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/Instructions_GTZAN.md
	https://github.com/teetajp/DeepLearningForAudioWithPython#course-structure
	https://github.com/teetajp/DeepLearningForAudioWithPython#part-1-fundamentals--math
Video	https://www.youtube.com/watch?v=fMqL5vckiU0
Slides	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/01%20-%20Course%20overview/slides/Course%20overview.pdf
Video	https://www.youtube.com/watch?v=1LLxZ35ru_g
Slides	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/02%20-%20Ai,%20machine%20learning%20and%20deep%20learning/slides/AI,%20machine%20learning%20and%20deep%20learning.pdf
Video	https://www.youtube.com/watch?v=qxIaW-WvLDU
Slides	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/03%20-%20Implementing%20an%20artificial%20neuron%20from%20scratch/slides/Implementing%20an%20artificial%20neuron%20from%20scratch.pdf
Code	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/03%20-%20Implementing%20an%20artificial%20neuron%20from%20scratch/code/artificialneuron.py
Video	https://www.youtube.com/watch?v=FmD1S5yP_os
Slides	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/04%20-%20Vector%20and%20matrix%20operations/slides/Vector%20and%20matrix%20operations.pdf
Video	https://www.youtube.com/watch?v=QUCzvlgvk6I
Slides	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/05%20-%20Computation%20in%20neural%20networks/slides/Computation%20in%20neural%20networks.pdf
	https://github.com/teetajp/DeepLearningForAudioWithPython#part-2-neural-networks-from-scratch
Video	https://www.youtube.com/watch?v=0oWnheK-gGk
Code	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/06%20-%20Implementing%20a%20neural%20network%20from%20scratch/code/mlp.py
Video	https://www.youtube.com/watch?v=ScL18goxsSg
Slides	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/07%20-%20Bagkpropagation%20and%20gradient%20descent/slides/Training%20a%20neural%20network_%20Backward%20propagation%20and%20gradient%20descent.pdf
Video	https://www.youtube.com/watch?v=Z97XGNUUx9o
Code	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/08%20-%20Training%20a%20neural%20network%20-%20Implementing%20back%20propagation%20from%20scratch/code/mlp.py
	https://github.com/teetajp/DeepLearningForAudioWithPython#part-3-tensorflow--audio-preprocessing
Video	https://www.youtube.com/watch?v=JdXxaZcQer8
Code	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/09%20-%20How%20to%20imlement%20a%20simple%20neural%20network%20with%20TensorFlow/code/mlp.py
Video	https://www.youtube.com/watch?v=m3XbqfIij_Y
Slides	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/10%20-%20Understanding%20audio%20data%20for%20deep%20learning/slides/Understanding%20audio%20data%20for%20%20deep%20learning.pdf
Video	https://www.youtube.com/watch?v=Oa_d-zaUti8
Code	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/11%20-%20Preprocessing%20audio%20data%20for%20deep%20learning/code/audio_prep.py
	https://github.com/teetajp/DeepLearningForAudioWithPython#part-4-music-genre-classification-project-mlp
Video	https://www.youtube.com/watch?v=szyGiObZymo
Code	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/12%20-%20Music%20genre%20classification%20-%20Preparing%20the%20dataset/code/extract_data_fast.py
Video	https://www.youtube.com/watch?v=_xcFAiufwd0
Slides	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/13%20-%20Implementing%20a%20neural%20network%20for%20music%20genre%20classification/slides/Implementing%20a%20neural%20network%20for%20music%20genre%20calssification.pdf
Code	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/13%20-%20Implementing%20a%20neural%20network%20for%20music%20genre%20classification/code/mlp_genre_classifier.py
Video	https://www.youtube.com/watch?v=Gf5DO6br0ts
Slides	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/14%20-%20Solving%20overfitting%20in%20neural%20networks/slides/Solving%20overfitting%20in%20neural%20networks.pdf
Code	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/14%20-%20Solving%20overfitting%20in%20neural%20networks/code/solving_overfitting.py
	https://github.com/teetajp/DeepLearningForAudioWithPython#part-5-advanced-architectures-cnn--rnn-lstm
Video	https://www.youtube.com/watch?v=t3qWfUYJEYU
Slides	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/15%20-%20How%20does%20a%20convolutional%20neural%20network%20work/slides/How%20does%20a%20convolutional%20%20neural%20network%20work.pdf
Video	https://www.youtube.com/watch?v=dOG-HxpbMSw
Code	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/16%20-%20How%20to%20implement%20a%20CNN%20for%20music%20genre%20classification/code/cnn_genre_classifier.py
Video	https://www.youtube.com/watch?v=DY82Goknf0s
Slides	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/17%20-%20Recurrent%20Neural%20Networks%20explained%20easily/slides/Recurrent%20Neural%20Networks%20explained%20easily.pdf
Video	https://www.youtube.com/watch?v=eCvz-kB4yko
Slides	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/18%20-%20LSTM%20networks%20explained%20easily/slides/LSTM%20networks%20%20explained%20easily.pdf
Video	https://www.youtube.com/watch?v=4nXI0h2sq2I
Code	https://github.com/teetajp/DeepLearningForAudioWithPython/blob/master/19%20-%20How%20to%20implement%20an%20RNN-LSTM%20for%20music%20genre%20classification/code/lstm_genre_classifier.py
	https://github.com/teetajp/DeepLearningForAudioWithPython#how-to-run-the-scripts
	https://github.com/teetajp/DeepLearningForAudioWithPython#2-prepare-the-environment-recommended
	https://github.com/teetajp/DeepLearningForAudioWithPython#2-navigate-to-the-lesson-folder
	https://github.com/teetajp/DeepLearningForAudioWithPython#3-execute-the-script
Readme	https://github.com/teetajp/DeepLearningForAudioWithPython#readme-ov-file
MIT license	https://github.com/teetajp/DeepLearningForAudioWithPython#MIT-1-ov-file
Contributing	https://github.com/teetajp/DeepLearningForAudioWithPython#contributing-ov-file
Please reload this page	https://github.com/teetajp/DeepLearningForAudioWithPython
Activity	https://github.com/teetajp/DeepLearningForAudioWithPython/activity
0 forks	https://github.com/teetajp/DeepLearningForAudioWithPython/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fteetajp%2FDeepLearningForAudioWithPython&report=teetajp+%28user%29
Releases	https://github.com/teetajp/DeepLearningForAudioWithPython/releases
Packages 0	https://github.com/users/teetajp/packages?repo_name=DeepLearningForAudioWithPython
Please reload this page	https://github.com/teetajp/DeepLearningForAudioWithPython
Contributors	https://github.com/teetajp/DeepLearningForAudioWithPython/graphs/contributors
Please reload this page	https://github.com/teetajp/DeepLearningForAudioWithPython
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Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
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