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Visualizing dynamics of layer weights in real-time
March 29, 2024, 4:15 a.m. | /u/R3nT3knikDK
Deep Learning www.reddit.com
[Dynamic Force Index Algorithm](https://www.reddit.com/r/deeplearning/comments/1bn69if/shedding_light_on_neural_networks_might_this/?utm_source=share&utm_medium=web3x&utm_name=web3xcss&utm_term=1&utm_content=share_button) to visualize the weights dynamics in each layer in real time?
# Implementations:
**Extraction and plotting of layer weights:**
DynamicWeightPlotting.py
import tensorflow as tf
import matplotlib.pyplot as plt
import numpy as np
class WeightExtractor(tf.keras.layers.Layer):
def __init__(self, **kwargs):
super(WeightExtractor, self).__init__(**kwargs)
self.supports_masking = True
def call(self, inputs, **kwargs):
return inputs # Pass through with no changes
def extract_and_flatten_weights(model): …
call class deeplearning dynamics extraction fun import keras layer matplotlib numpy plotting real-time tensorflow thoughts true work
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