Convolutional Neural Networks for Medicine

AI uses for Medical Imagery

5.00 (3 reviews)
Udemy
platform
English
language
Data Science
category
8
students
31 mins
content
Jan 2022
last update
$64.99
regular price

What you will learn

Convolutional Neural Networks

Data Augmentation

Tensorflow

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

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.

Screenshots

Convolutional Neural Networks for Medicine - Screenshot_01Convolutional Neural Networks for Medicine - Screenshot_02Convolutional Neural Networks for Medicine - Screenshot_03Convolutional Neural Networks for Medicine - Screenshot_04

Content

Introduction

Introduction
Quiz 1
Pneumonia Prediction
Quiz 2

Section 2

Malaria Detection
Mosquito bite or Tick bite prediction
Brain Tumor Detection
Quiz 3
Quiz 4
Quiz 5
Quiz 6
Quiz 7

Multi Class use cases in agriculture and Keras Load Model Function

Multiclass Potato Leaf Disease Prediction
How to use a Keras Load Model Function for a saved Model to predict Multiclass
Quiz 8
Quiz 9
In case you were wondering how to use a Keras Load Model function for binary
Quiz 10

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4369088
udemy ID
10/27/2021
course created date
1/21/2022
course indexed date
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