TensorFlow CNN Tutorial: Flower Classification with Python

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In this comprehensive tutorial, you'll embark into the world of deep learning and image classification using Python and TensorFlow. We'll guide you through the process of building a Convolutional Neural Network (CNN) that can identify different types of flowers.

What you'll learn:

Setting up your Python environment and TensorFlow.
Organizing your flower dataset for training and validation.
Data augmentation techniques to improve model performance.
Constructing a powerful CNN architecture.
Training the model and monitoring its accuracy and loss.
Saving and loading your trained model for future use.

** Please notice that the code had a bug regarding the val_gen variable and it was fixed

Chapters :
00:00 Intro
00:25 Installation - Python libraries
03:05 Download the dataset and prepare the folders
07:41 create the CNN model using Python
21:35 Test the model - Predict one flower image
29:02 Test the model on list of flower images

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Excellent video my friend! Thanks for sharing this!! 👍🌺

StarWorldTVOrg

Would u help me with deep learning environment (tensorflow, gpu, etc) setup? Because when i run "import tensorflow" it keep saying "there's no module named tensorflow"

EkaSantiFadhilah

Hi I get this error :
ValueError: Arguments `target` and `output` must have the same shape. Received: target.shape=(None, 6), output.shape=(None, 5)

nghboy

If I want to detect other kinds of objects, say, animals. I need to use other models, is that correct?

mengjunwang

very nice content....am trying to follow the steps for building a model myocardial infarction with ECG dataset but i keep getting errors..help

kennethnwankwo

u initialized ur val_set like val_set = train_datagen.flow_from_directory(os.path.join('data', 'validation'), target_size=(224, 224), batch_size=32, class_mode='categorical')

but for what did u create the val_datagen = ImageDataGenerator(rescale = 1. / 255)
if u dont use it for the val_set?

bennet

Hi I get this error : MemoryError: Unable to allocate 18.4 MiB for an array with shape (32, 224, 224, 3) and data type float32. Any idea how to fix this? Programm works until 2nd or 5th epoch

zenel

Hi, can you explain to me why when I train, the h5 file does not appear in the saved folder? Thank you very much

SonLe-podb

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