TensorFlow Tutorial 10 - Saving and Loading Models

❤️ Support the channel ❤️

Paid Courses I recommend for learning (affiliate links, no extra cost for you):

✨ Free Resources that are great:

💻 My Deep Learning Setup and Recording Setup:

GitHub Repository:

✅ One-Time Donations:

▶️ You Can Connect with me on:

[AladdinPersson]

I was inspired and learned the basics of TensorFlow after I completed the TensorFlow specialization on coursera. Personally I think these videos I created give a similar understanding but if you wanna check it out you can. Below you'll find both affiliate and non-affiliate links, the pricing for you is the same but a small commission goes back to the channel if you buy it through the affiliate link which helps me create more future videos.

[mortenrobinson]

Great! Now I can do during loooong training sessions and terminate the process from time to time without worrying that I lose everything. I can just pick it up where I left it.

[jongcheulkim]

Thank you so much. This is very helpful.

[dawi]

Thanks for teaching. I want to use the weights to Android Studio, but I have no idea about how to use the ".pb" or ".tflite" models weights to be use in Android Studio details. Would you like to share about this part ? That helps me a lot. :D

[zaurr.]

Thank you for great video. I switched to PyTorch after working with tf/keras for a while. My problem was that it was impossible or very hard to save and load models with custom losses. It was a pain even in tf2.0 as 9 out 10 times a model would not load. Not sure if things have changed. A video on that topic (saving/loading with custom losses) would be very useful. Thanks again!

[knowledgeengr]

I am using sub-classes functional API for my deep learning model. I have saved the model successfully but when reload the same it asks for configuration which was not saved and also unable to predict_classes. How can i define these 2 methods in my Python BiLSTM based class.

[PaulAcademy]

So helpful video. How can I convert the subclass model into TF-Lite? Can you please help me out? Thanks in advance.

[riis]

@Aladdin Persson: thanks again for these suggestion for future videos, tf.data, callbacks, serving etc.

[badar]

model.save() without an extension no longer works. You have to use a .keras or .h5 extension I believe

[jadejamig]

If you load a model and trained it again, will it start its training from 0 again or will it retain its previous training state

[amitsaurabh]

Can you please make videos on the remaining ML solutions for Machine Learning with Andrew Course.

[jamesang]

What's the difference between model.save_weights and tf.train.checkpoint? When do we use which?

[anonemoose]

Do you have a tutorial on your pycharm setup

[fauzisafina]

Sir, if we have saved the model as described above, how can we convert it to the TensorflowLite model so that it can be used in Android Studio, I have tried but using the Tensorflow Model Maker. I want to know how to be able to convert from saveModel to .tflite

[라봉한-hf]

in the part defining MyModel. in self.dense1 there's already activation='relu'. but why we have to use tf.nn.relu in call function again?
isn't it going through relu two times?

[benvoland]

For some reason, after loading the model and trying to make a test, the accuracy of the second test is a lot lower. For example, the test with the before saved model i got acc of 75% but after testing the loaded model the acc was down to 25%. I will be glad if someone knows and would tell me what the heck is going on
TY

[jerijeesalhassan]

please i am working on NMT with attention using tensorflow, i want to save the model and the entire architecture into my google drive, i am using colab notebook.

[anonemoose]

Im getting this error. Unable to restore custom object of type _tf_keras_metric currently. Please make sure that the layer implements `get_config`and `from_config` when saving. In addition, please use the `custom_objects` arg when calling `load_model()`.

[furqanahmed]

any can guide why am i receiving an error when i try it this way. The rest of the code is same. The error says to use .h5 file and i just dont want to because i this gives me headaches of not being able to find recourses online to get my weights from .h5 format.

[hossamalzomor]

Is it possible to save the model with different name?