Deep Learning (for Audio) with Python: Difference between revisions
Jump to navigation
Jump to search
(Created page with "<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="fMqL5vckiU0" /> <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="1LLxZ35ru_g" /> <evlp...") |
mNo edit summary |
||
Line 1: | Line 1: | ||
= Deep Learning (for Audio) with Python: Course Overview = | |||
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="fMqL5vckiU0" /> | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="fMqL5vckiU0" /> | ||
= AI, machine learning and deep learning = | |||
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="1LLxZ35ru_g" /> | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="1LLxZ35ru_g" /> | ||
= Implementing an artificial neuron from scratch = | |||
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="qxIaW-WvLDU" /> | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="qxIaW-WvLDU" /> | ||
= Vector and matrix operations = | |||
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="FmD1S5yP_os" /> | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="FmD1S5yP_os" /> | ||
= Computation in neural networks = | |||
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="QUCzvlgvk6I" /> | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="QUCzvlgvk6I" /> | ||
= Implementing a neural network from scratch in Python = | |||
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="0oWnheK-gGk" /> | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="0oWnheK-gGk" /> | ||
= Training a neural network: Backward propagation and gradient descent = | |||
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="ScL18goxsSg" /> | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="ScL18goxsSg" /> | ||
= TRAINING A NEURAL NETWORK: Implementing backpropagation and gradient descent from scratch = | |||
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="Z97XGNUUx9o" /> | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="Z97XGNUUx9o" /> | ||
= How to implement a (simple) neural network with TensorFlow 2 = | |||
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="JdXxaZcQer8" /> | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="JdXxaZcQer8" /> | ||
= Understanding audio data for deep learning = | |||
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="m3XbqfIij_Y" /> | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="m3XbqfIij_Y" /> | ||
= Preprocessing audio data for Deep Learning = | |||
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="szyGiObZymo" /> | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="szyGiObZymo" /> |