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One of the most frequently asked errors, for example, is “ImportError: cannot import name ‘SGD’ from ‘keras.optimizers’ in Python“. So, how can this be resolved? We will discuss together to figure out the best solutions for you.
When Does The Error “ImportError: cannot import name ‘SGD’ from ‘keras.optimizers’ in Python” Happen?
In the code, you have imported SGD, but you are facing the following error.
ImportError: cannot import name 'SGD' from 'keras.optimizers'
And here is what you have imported.
from keras.optimizers import SGD
In another case, you get an error like this.
Traceback (most recent call last):
File "C:\Users\usn\Downloads\CNN-Image-Denoising-master ------after the stopping\CNN-Image-Denoising-master\CNN_Image_Denoising.py", line 15, in <module>
from keras.optimizers import SGD, Adam
ImportError: cannot import name 'SGD' from 'keras.optimizers'
And then, if you remove the SGD from import statement—
ImportError: cannot import name 'Adam' from 'keras.optimizers'
Now, you cannot think of a single solution.
Keras and TensorFlow are already installed. You tried running the program in a virtualenv (not sure how that would help, but a similar guide mentioned it), but it still doesn’t work.
Virtualenv exacerbates the problem by failing to recognize any of the installed modules. Python 3.9 is what you are using. Running the program in cmd because IDEs only add to the confusion.
The Top Solutions For You
Below are some detail suggestion that you might be able to solve it with simple methods.
Solution 1: Import like this
You need to use this code.
from tensorflow.keras.optimizers import SGD
Instead of using this code.
from keras.optimizers import SGD
Now your error must be resolved.
Solution 2: Use this code
You need to use this code.
from keras.optimizers import gradient_descent_v2
Instead of using the following code.
from keras.optimizers import SGD
Solution 3: Import RMSprop
Have you ever tried this to resolve this probem by importing RMSprop
tensorflow.keras.optimizers import RMSprop
instead of
from keras.optimizers import RMSprop
Conclusion
If you’re stuck on the error “ImportError: cannot import name ‘SGD’ from ‘keras.optimizers’ in Python”, the remedies listed above are the fastest way.
People have a growing community where everybody is usually willing to help if you still need advice or have frequent doubts. Finally, we hope you’re having fun with the amazing code options and appreciate spending time reading.
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