The Complete Healthcare Artificial Intelligence Course

Udemy

Intermediate

Online

₹ 499 2499

particular

details

                                    Medium of instructions
                                    English

                                    Mode of learning
                                    Self study

                                    Mode of Delivery
                                    Video and Text Based

Introduction (New Content)

Course Structure
How To Make The Most Out Of This Course
AI in Healthcare
What is Neuron
What is Deep Learning
What is ANN
What is keras
Introduction to Pandas Part 1
Introduction to Pandas Part 2
Data Visualization with Pandas
Data Preprocessing by Pandas
How to install Anaconda
Important terms in Neural Network

Activation function (New Content)

What is activation function
What is sigmoid function
What is tanh function
What is Rectified Linear Unit function
What is Leaky ReLU function
What is The Exponential Linear Unit Function
What is The Swish function
What is The softmax function
Time to code all the activation functions

DNA Classification Project (New Content)

Introduction to DNA Classifier
Importing library and data
Showing data
Generating a DNA sequence
Splitting the dataset into training test and test set
Scoring method and results
Summary of the project

Heart Disease Classification Project (New Content)

Introduction to the project
Important Parameters
Objective of this project
Importing library and data
Exploratory analysis
Handling missing data in Python
Data scaling
Data visualization
Splitting training set into test set and Evaluating the model
Summary of the project

Diagnosing Coronary Artery Disease Project (New Content)

Introduction
Importing data and Analysing data
Fixing missing data
Splitting the dataset into training test and test set
Training Neural Network
A comparison of categorical and binary problem
Summary of the project

Breast Cancer Detection Project (New Content)

Introduction to the project
Importing library and data and Preprocessing data
Data visualization
Understanding Machine Learning Algorithm
Training model
Make a Prediction
Summary of the project

Predicting Diabetes with Multilayer Perceptrons Project (New content)

Introduction
Importing datas and libraries
Visualizing data
Handling missing values
Data standardization
Splitting the data into training, testing, and validation sets
Model building
Model compilation
Model training
Testing accuracy
Confusion matrix
ROC curve
Further improvement
Summary of the project

Medical Treatment Project (New Content)

Introduction to the project
Problem Analysis
Importing library and data
Analysing Data
Preprocessing data
Removing missing data
Creating training, test and validation data
Visualizing data
Building a random model
Confusion, Precision and Recall Matrix
One-hot Encoding
Response Encoding- Theory
Response Encoding- Implementation Part 1
Response Encoding- Implementation Part 2
Response Encoding- Implementation Part 3
Evaluating variation column Part 1
Evaluating variation column Part 2
Evaluating text column Part 1
Evaluating text column Part 2
Data Preparation for machine learning model
Combine all 3 feature together
Naive Bayes- Implementation Part 1
Naive Bayes- Implementation Part 2
K Nearest Neighbour Classification Implementation
Logistic Regression Implementation
Logistic Regression Implementation without balancing data Part 1
Logistic Regression Implementation without balancing data Part 2
Linear Support Vector Machines
Fixing mistakes (Please watch)
RF with Response Coding Implementation Part 1
RF with Response Coding Implementation Part 2
Random Forest Classifier Implementation
Stacking model Implementation
Maximum voting Classifier

Thank you

Extra Link
Thank you

Bonus- Extra projects outside the healthcare scope (New Content)

Introduction to the project
Bonus project dataset
Deep feedforward networks
Importing library and data
Visualizing geolocation data
Analysing Data
Handling missing data and anomalies in Python
Temporal features
Geolocation features
Feature Scaling
Model building
Analysing Results
Summary of the project

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The Complete Healthcare Artificial Intelligence Course

Intermediate

Online

₹ 499 2499

Quick Facts

Course and certificate fees

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certificate availability

certificate providing authority

The syllabus

Introduction (New Content)

Activation function (New Content)

DNA Classification Project (New Content)

Heart Disease Classification Project (New Content)

Diagnosing Coronary Artery Disease Project (New Content)

Breast Cancer Detection Project (New Content)

Predicting Diabetes with Multilayer Perceptrons Project (New content)

Medical Treatment Project (New Content)

Thank you

Bonus- Extra projects outside the healthcare scope (New Content)

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