(5 Star)

Course Introduction

  • Introduction

Decoding Artificial Intelligence

  • Decoding Artificial Intelligence

  • Meaning, Scope, and Stages Of Artificial Intelligence

  • Three Stages of Artificial Intelligence

  • Applications of Artificial Intelligence

  • Image Recognition

  • Applications of Artificial Intelligence - Examples

  • Effects of Artificial Intelligence on Society

  • Supervises Learning for Telemedicine

  • Solves Complex Social Problems

  • Benefits Multiple Industries

  • Key Takeaways

Fundamentals of Machine Learning and Deep Learning

  • Fundamentals Of Machine Learning and Deep Learning

  • Meaning of Machine Learning

  • Relationship between Machine Learning and Statistical Analysis

  • Process of Machine Learning

  • Types of Machine Learning

  • Meaning of Unsupervised Learning

  • Meaning of Semi-supervised Learning

  • Algorithms of Machine Learning

  • Regression

  • Naive Bayes

  • Naive Bayes Classification

  • Machine Learning Algorithms

  • Deep Learning

  • Artificial Neural Network Definition

  • Definition of Perceptron

Machine Learning Workflow

  • Learning Objective

  • Machine Learning Workflow

  • Get more data

  • Ask a Sharp Question

  • Add Data to the Table

  • Check for Quality

  • Transform Features

  • Answer the Questions

  • Use the Answer

Performance Metrics

  • Performance Metrics

  • Need For Performance Metrics

  • Key Methods Of Performance Metrics

  • Confusion Matrix Example

  • Terms Of Confusion Matrix

  • Minimize False Cases

  • Minimize False Positive Example

  • Accuracy

  • Precision

  • Recall Or Sensitivity

  • Specificity

  • F1 Score