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TORRENT DETAILS
Udemy - Convolutional Neural Networks For Medicine
TORRENT SUMMARY
Status:
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Binary Class Predictions with percentages of each class
Keras
Maxpooling
CV2
AI uses for Medical Imagery
Creating a Train and Validation Set when the original dataset only has one folder
Dealing with Overfitting
Dealing with a very Small Dataset
Requirements
Intermediate Python Knowledge
Basic Tensorflow Knowledge
Either have an Google Colab. Or if using Jupyter Notebook Tensorflow and Keras already installed in the virtual environment
Have a basic idea of convolutional neural networks
Description
Before starting this course you must at least have an intermediate level of python, basic understanding of convolutional neural networks, and basic knowledge of Tensorflow. By the end of this course you will learn how to train very accurate convolutional neural networks to predict test images for binary class. You know enough to where if you want to go off on your own and use your own methods how to do that. Also appropriate parameters to use as well as data augmentation methods. It is explained in this course how to train multiclass as well. Not to mention you will learn how to use CV2 when predicting an image after training the convolutional neural network. You will also learn how to train a multi class Convolutional Neural Network and predict as well. Then learn to use a Keras Load Model Function for both binary and multi class predictions. Although the videos are short they are thoroughly and simply explained. You will also learn to deal with some of the challenges in deep learning as well when it comes to small dataset size. All the datasets featured in this video are found on Kaggle, except one that I provide to you directly. I will explain why in that video. Do not worry about the quizzes if you pay attention you will easily do great. But most importantly be ready to learn. This is not is challenging as it seems. I show you how to prevent overfitting and reduce bias severely with these methods in these videos.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/001 Introduction.mp4
60.1 MB
~Get Your Files Here !/01 - Introduction/001 Introduction_en.vtt
5.1 KB
~Get Your Files Here !/01 - Introduction/002 Pneumonia Prediction.mp4
51 MB
~Get Your Files Here !/01 - Introduction/002 Pneumonia Prediction_en.vtt
5 KB
~Get Your Files Here !/01 - Introduction/external-assets-links.txt
169 B
~Get Your Files Here !/02 - Section 2/001 Malaria Detection.mp4
49 MB
~Get Your Files Here !/02 - Section 2/001 Malaria Detection_en.vtt
3.9 KB
~Get Your Files Here !/02 - Section 2/002 Mosquito bite or Tick bite prediction.mp4
10.6 MB
~Get Your Files Here !/02 - Section 2/002 Mosquito bite or Tick bite prediction_en.vtt
1010 B
~Get Your Files Here !/02 - Section 2/003 Brain Tumor Detection.mp4
38 MB
~Get Your Files Here !/02 - Section 2/003 Brain Tumor Detection_en.vtt
3.6 KB
~Get Your Files Here !/02 - Section 2/data/test/mosquito/2020-09-13_11-32-07.jpg
16.8 KB
~Get Your Files Here !/02 - Section 2/data/test/mosquito/mosquito-400x267.jpg
35.9 KB
~Get Your Files Here !/02 - Section 2/data/test/tick/2020-09-13_11-30-01.jpg
23.7 KB
~Get Your Files Here !/02 - Section 2/data/test/tick/5d94d65204add.image.jpg
9.5 KB
~Get Your Files Here !/02 - Section 2/data/train/mosquito/2020-09-13_12-51-05.jpg
4.4 KB
~Get Your Files Here !/02 - Section 2/data/train/mosquito/2020-09-13_12-51-51.jpg
4.6 KB
~Get Your Files Here !/02 - Section 2/data/train/mosquito/2020-09-13_12-53-00.jpg
3 KB
~Get Your Files Here !/02 - Section 2/data/train/mosquito/2020-09-13_12-53-22.jpg
18.4 KB
~Get Your Files Here !/02 - Section 2/data/train/mosquito/2020-09-13_12-53-49.jpg
5.8 KB
~Get Your Files Here !/02 - Section 2/data/train/mosquito/2020-09-13_12-54-15.jpg
14.8 KB
~Get Your Files Here !/02 - Section 2/data/train/mosquito/2020-09-13_12-54-38.jpg
84.7 KB
~Get Your Files Here !/02 - Section 2/data/train/mosquito/2020-09-13_12-56-13.jpg
4.7 KB
~Get Your Files Here !/02 - Section 2/data/train/mosquito/2020-09-13_12-56-41.jpg
3 KB
~Get Your Files Here !/02 - Section 2/data/train/mosquito/2020-09-13_12-57-15.jpg
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~Get Your Files Here !/02 - Section 2/data/train/mosquito/2020-09-13_12-57-59.jpg
3.8 KB
~Get Your Files Here !/02 - Section 2/data/train/mosquito/myggstikk1.jpg
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~Get Your Files Here !/02 - Section 2/data/train/mosquito/myggstikk10.jpg
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~Get Your Files Here !/02 - Section 2/data/train/mosquito/myggstikk2.jpg
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~Get Your Files Here !/02 - Section 2/data/train/mosquito/myggstikk3.jpg
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~Get Your Files Here !/02 - Section 2/data/train/mosquito/myggstikk4.jpg
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~Get Your Files Here !/02 - Section 2/data/train/mosquito/myggstikk5.jpg
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~Get Your Files Here !/02 - Section 2/data/train/mosquito/myggstikk6.jpg
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~Get Your Files Here !/02 - Section 2/data/train/mosquito/myggstikk7.jpg
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~Get Your Files Here !/02 - Section 2/data/train/mosquito/myggstikk8.jpg
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~Get Your Files Here !/02 - Section 2/data/train/mosquito/myggstikk9.jpg
3.8 KB
~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-41-15.jpg
64.8 KB
~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-42-11.jpg
8.5 KB
~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-42-52.jpg
17.5 KB
~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-43-43.jpg
6.2 KB
~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-44-30.jpg
25 KB
~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-45-08.jpg
26.4 KB
~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-45-39.jpg
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~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-46-09.jpg
5.6 KB
~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-47-01.jpg
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~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-47-34.jpg
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~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-48-16.jpg
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~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-48-42.jpg
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~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-49-08.jpg
49.4 KB
~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-49-37.jpg
9.5 KB
~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-49-54.jpg
36.7 KB
~Get Your Files Here !/02 - Section 2/data/train/tick/2020-09-13_12-50-14.jpg
46 KB
~Get Your Files Here !/02 - Section 2/data/train/tick/flaattbitt1.jpg
19.6 KB
~Get Your Files Here !/02 - Section 2/data/train/tick/flaattbitt10.jpg
62.4 KB
~Get Your Files Here !/02 - Section 2/data/train/tick/flaattbitt2.jpg
22.8 KB
~Get Your Files Here !/02 - Section 2/data/train/tick/flaattbitt3.jpg
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~Get Your Files Here !/02 - Section 2/data/train/tick/flaattbitt4.jpg
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~Get Your Files Here !/02 - Section 2/data/train/tick/flaattbitt5.jpg
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~Get Your Files Here !/02 - Section 2/data/train/tick/flaattbitt6.jpg
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~Get Your Files Here !/02 - Section 2/data/train/tick/flaattbitt7.jpg
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~Get Your Files Here !/02 - Section 2/data/train/tick/flaattbitt8.jpg
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~Get Your Files Here !/02 - Section 2/data/train/tick/flaattbitt9.jpg
4.1 KB
~Get Your Files Here !/02 - Section 2/data/validation/mosquito/2020-09-13_11-27-17.jpg
27.1 KB
~Get Your Files Here !/02 - Section 2/data/validation/mosquito/2020-09-13_12-21-50.jpg
3.5 KB
~Get Your Files Here !/02 - Section 2/data/validation/mosquito/2020-09-13_12-23-23.jpg
6.5 KB
~Get Your Files Here !/02 - Section 2/data/validation/mosquito/648x364_Mosquito-Bite.jpg
63.7 KB
~Get Your Files Here !/02 - Section 2/data/validation/mosquito/mygg_val1.jpg
27.5 KB
~Get Your Files Here !/02 - Section 2/data/validation/tick/2020-09-13_11-28-05.jpg
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~Get Your Files Here !/02 - Section 2/data/validation/tick/2020-09-13_11-28-52.jpg
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~Get Your Files Here !/02 - Section 2/data/validation/tick/2020-09-13_12-24-34.jpg
70.8 KB
~Get Your Files Here !/02 - Section 2/data/validation/tick/2020-09-13_12-25-15.jpg
6.1 KB
~Get Your Files Here !/02 - Section 2/data/validation/tick/3490267501_58b624148f.jpg
14 KB
~Get Your Files Here !/03 - Multi Class use cases in agriculture and Keras Load Model Function/001 Multiclass Potato Leaf Disease Prediction.mp4
47.2 MB
~Get Your Files Here !/03 - Multi Class use cases in agriculture and Keras Load Model Function/001 Multiclass Potato Leaf Disease Prediction_en.vtt
3.7 KB
~Get Your Files Here !/03 - Multi Class use cases in agriculture and Keras Load Model Function/002 How to use a Keras Load Model Function for a saved Model to predict Multiclass.mp4
31.3 MB
~Get Your Files Here !/03 - Multi Class use cases in agriculture and Keras Load Model Function/002 How to use a Keras Load Model Function for a saved Model to predict Multiclass_en.vtt
3 KB
~Get Your Files Here !/03 - Multi Class use cases in agriculture and Keras Load Model Function/003 In case you were wondering how to use a Keras Load Model function for binary.mp4
28.9 MB
~Get Your Files Here !/03 - Multi Class use cases in agriculture and Keras Load Model Function/003 In case you were wondering how to use a Keras Load Model function for binary_en.vtt
