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Deep Learning CNN in Python to classify Xray images -- 2

To code two CNN in Python to classify Xray images on the Dataset.

The methods used in the code are those described in details we provide after the agreement and may be improved.

That dataset has large set of xray images with 15 labels.

1st CNN to consider images as two labels (Disease NO-Disease) in the data set

2nd CNN to consider 15 labels in the dataset (14 label disease + 1 label No-Disease)

The Training accuracy must be better than 95% on any label

The validation accuracy must be better than 85% on any label

The testing accuracy must be better than 80% on any label

The code should be heavily commented.

Each Line comment should have at least two pieces of information from the following:

1) what is the line of code doing

2) why line of code is doing that.

3) What is the aim to be achieved later from this line of code

The code should include training and prediction and confusion matrix.

The code should be in Python using TensorFlow and Keras and based on Multi Instance Learning (MIL)

Please note the algorithm for both CNN must be based on Multi Instance Learning (MIL)

The Multi Instance Learning (MIL) algorithm is described in a paper which will be provided during chat.

All code to be delivered in less that 2 weeks from the start of this agreement. This is critical.

The code to be done on Google Colab notebook shared with me.

It is essential I see the code every day, so that I can understand the code and ask questions.

I will review the code every day, ask questions about the code, and expect good informative replies.

This done as mutually agreed

The money will be paid in two parts (milestones):

The first part is paid AFTER the delivery of the first CNN and code is fully tested by me and meets all the requirements above

The second part is paid AFTER the delivery of the second CNN and code is fully tested by me and meets all the requirements above.

Beceriler: Python, Machine Learning (ML)

Daha fazlasını gör: python program display images, learning code python, learning gridworld python, kaggle x-ray dataset, kaggle medical image dataset, kaggle lung dataset, deep learning image processing python, chest_xray zip, kaggle chest x-ray pneumonia, pneumonia detection using deep learning github, kaggle, python display random images, alter some images -- 2, alter some images 2, deep learning, two images (2 images) in 3d, two images 2 images in 3d, freelance python programming deep learning, Deep learning, NLP,Machine learning,R,Python,Text mining, Deep learning, NLP, Machine learning,R,Python,Text mining

İşveren Hakkında:
( 7 değerlendirme ) Oxford, United Kingdom

Proje NO: #26491425

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