Terminé

Python CNN Computer Vision Analysis, feature extraction, Machine Learning

Image classification problem, where have an image data set and we want to:

Pre-processing of image data.

 Visualization of images.

 Building CNN.

 Evaluate the Model.

2. Data Pre-processing:

a. Normalization.

b. Gaussian Blurring.

c. Visualize data after pre-processing.

3. Make data compatible:

a. Convert labels to one-hot-vectors.

b. Print the label for y_train[0].

c. Split the dataset into training, testing, and validation set.

(Hint: First split images and labels into training and testing set with test_size = 0.3. Then further split test data into test and validation set with test_size = 0.5)

d. Check the shape of data, Reshape data into shapes compatible with Keras models if it’s not already. If it’s already in the compatible shape, then comment in the notebook that it’s already in compatible shape.

4. Building CNN:

a. Define layers.

b. Set optimizer and loss function. (Use Adam optimizer and categorical crossentropy.)

5. Fit and evaluate model and print confusion matrix.

6. Visualize predictions for x_test[2], x_test[3], x_test[33], x_test[36], x_test[59].

Compétences : Python, Machine Learning (ML), Science des données, Tensorflow, Keras

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Concernant l'employeur :
( 7 commentaires ) Atlanta, United States

Nº du projet : #30913760

Décerné à:

ngchunchoe0101

Hi, I am a machine learning engineer and a data analyst and have many experiences in different machine learning methods such as supervised learning, unsupervised learning, reinforcement learning, genetic algorithm, con Plus

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3.8

16 freelances font une offre moyenne de 93 $ pour ce travail

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6.1
ScienceInTheWay

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alinsync

Hello there, I am an expert python developer and ML Engineer, I'd like to work on your CNN model, and help you accomplish all the requirements (preprocessing, data splitting, building model, model evaluation, etc..) in Plus

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Gozienkwocha

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edulov

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wyoncholyang0126

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