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Transfer Learning with Keras and TensorFlow: How to Fine-Tune a Pretrained Neural Network

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Nicolai Nielsen

Nicolai Nielsen

Күн бұрын

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In this video 📝 we will talk about Transfer Learning and Fine-Tuning of a Pretrained Neural Network with Keras and TensorFlow. We will go over what transfer learning is, why it can be useful and how to do it. We will also talk about fine-tuning a neural network and how it can be done after transfer learning. At the end of the video, I'll show you how all of this can be done with Keras in Python. We will go over it step by step, modify and train the Convolutional Neural Network.
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Tags:
#TransferLearning #Fine-Tuning #NeuralNetworks #DeepLearning #ArtificialNeuralNetworks #NeuralNetworksPython #NeuralNetworksTutorial #DeepLearningTutorial

Пікірлер: 38
@NicolaiAI
@NicolaiAI Жыл бұрын
Join My AI Career Program 👉 www.nicolai-nielsen.com/aicareer Enroll in My School and Technical Courses 👉 www.nicos-school.com
@andrhOLEOLE
@andrhOLEOLE Жыл бұрын
Next to your content, i really like the speed you talk.
@NicolaiAI
@NicolaiAI Жыл бұрын
Thanks!
@lebesgue-integral
@lebesgue-integral 2 жыл бұрын
Thank you. I learned a lot from this.
@NicolaiAI
@NicolaiAI 2 жыл бұрын
Thanks for watching! Really glad that u could use it
@harrycook5474
@harrycook5474 Жыл бұрын
How can this method be applied to train a model to do two different things, say on a sample of the UTKFace dataset to estimate age AND classify gender?
@bree9895
@bree9895 Жыл бұрын
im confused ab this too
@sbeaney26
@sbeaney26 Жыл бұрын
If you need multi outputs, have a look at the keras functional api. I use multi outputs myself, and it’s not for the feint of heart, Chatgpt helped me a lot!
@alpborakirte801
@alpborakirte801 Жыл бұрын
I suggest you to watch this in x0.75 😂 It might be a little fast but i liked how detailed this is.
@NicolaiAI
@NicolaiAI Жыл бұрын
Thanks for watching!
@chrisber
@chrisber 2 жыл бұрын
Awesome tutorial mate! Thank you so much for sharing the code too, subscribed
@NicolaiAI
@NicolaiAI 2 жыл бұрын
Thanks for watching! Really appreciate it
@ayeshakhatun3114
@ayeshakhatun3114 Жыл бұрын
where is the code?
@duseokchoi2312
@duseokchoi2312 Жыл бұрын
I am trying to use open vino model into the tensorflow. Can you please give me the little bit of guide how to do it? I am pretty lost
@romeomendes8144
@romeomendes8144 3 жыл бұрын
Hi great job I have a question where and how you downloaded your dataset? Could you be very kind to explain the process please? Thanks
@NicolaiAI
@NicolaiAI 3 жыл бұрын
I show and talk about how to import the dataset in the video
@AsadKhan-zq4fv
@AsadKhan-zq4fv 2 жыл бұрын
Think link to download the dataset is not working anymore! Can you provide some alternate way to download and then splitting them to train, test and validation sets?
@SaiSanthiya-pg6fv
@SaiSanthiya-pg6fv 8 ай бұрын
How to solve this erro AttributeError: module 'cv2' has no attribute ' VideoCapture '
@saiipranay995
@saiipranay995 8 ай бұрын
what does inference mode mean?
@subashchandrapakhrin3537
@subashchandrapakhrin3537 2 жыл бұрын
Good Video ...
@NicolaiAI
@NicolaiAI 2 жыл бұрын
Thanks for watching bro!
@latabai3533
@latabai3533 3 жыл бұрын
Please use transfer learning on traffic sign recognition used python code
@blankslate6393
@blankslate6393 2 жыл бұрын
I get this error: ValueError: You called `set_weights(weights)` on layer "normalization_6" with a weight list of length 2, but the layer was expecting 3 weights. Provided weights: [array([127.5, 127.5, 127.5]), array([16256.25, 16...
@user-is8uh5ym3g
@user-is8uh5ym3g Жыл бұрын
Have you fixed this?
@fardian6818
@fardian6818 Жыл бұрын
@@user-is8uh5ym3g I add an 0 to the last parameter and the summary result is the same, I did this norm_layer.set_weights([mean, var, 0])
@abdelouahdouchtoubane2648
@abdelouahdouchtoubane2648 3 жыл бұрын
thanks keep doing
@NicolaiAI
@NicolaiAI 3 жыл бұрын
Thanks for watching!
@iftiyarkhan7310
@iftiyarkhan7310 3 жыл бұрын
if you are a bit slow that would be great to grasp the concept
@NicolaiAI
@NicolaiAI 3 жыл бұрын
Thank you for the feedback, there is actually a option to slow down the video which might help. Else the videos will be too long
@NicolaiAI
@NicolaiAI 3 жыл бұрын
I appreciate that
@iftiyarkhan7310
@iftiyarkhan7310 3 жыл бұрын
@@NicolaiAI ​ @The Coding Library No I mean the way you are talking a bit fast to understand the concept. Hope you do good in the future. I like your videos man.
@ayeshakhatun3114
@ayeshakhatun3114 Жыл бұрын
where is the code?
@NicolaiAI
@NicolaiAI Жыл бұрын
Should be on my GitHub in the neural networks tutorial
@ayeshakhatun3114
@ayeshakhatun3114 Жыл бұрын
@@NicolaiAI could you be more specific ..please? as i searched bt did not find
@NicolaiAI
@NicolaiAI Жыл бұрын
github.com/niconielsen32/NeuralNetworks/blob/main/transferLearning.ipynb
@ayeshakhatun3114
@ayeshakhatun3114 Жыл бұрын
@@NicolaiAI thanks a lot....May Allah bless you
@StasGT
@StasGT Жыл бұрын
norm_layer.adapt(np.array([0., 255.], dtype='float32'))
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