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Course Introduction

• Welcome to the course3

• I'm pleased to meet you!2

• Course prerequisites

• Installing NET Core 3.014

• Installing Visual Studio Code2

Introduction To Machine Learning

• What is data science?4

Loading And Processing Data

• Introduction

• In this section...

• Introducing numeric data

• Loading numeric data

• Introducing string data

• Loading string data

• Introducing geo data

• Loading Geo data

• Loading text data

• Quiz

• Your assignment

• Assignment: Process California housing data

• My answers

• Recap2

Supervised Learning

• Introducing supervised learning

• Supervised learning

Regression

• Introduction

• In this section...

• Introducing linear regression

• Single linear regression

• Introducing regression metrics

• RMSE, MSE, and MAE

• Introducing gradient descent

• Gradient descent

• Introducing multiple linear regression

• Multiple linear regression

• Quiz

• Your assignment

• Assignment: Predict taxi fares in New York

• My answers

• Recap

Case study

• Predict house prices in Iowa

Binary Classification

• Introduction

• In this section...

• Introducing binary classification

• Binary classification

• Introducing binary metrics

• Accuracy, Precision, and Recall

• Introducing ROC and AUC

• ROC, AUC, and Bias

• Quiz

• Your assignment

• Assignment: Predict heart disease risk

• My answers

• Recap

Case study

• Detect credit card fraud in Europe

Multiclass Classification

• Introduction3

• In this section...

• Introducing multiclass classification

• Multiclass classification

• Introducing multiclass metrics

• The confusion matrix

• Micro and macro averages

• Quiz

• Your assignment

• Assignment: Recognize handwritten digits

• My answers

• Recap

Training And Evaluating Models

• Introduction

• In this section...

• Introducing overfitting

• Overfitting

• Introducing partitioning

• Partitioning datasets

• Minibatch training

• Introducing K-fold cross validation

• K-Fold Cross Validation

• Quiz

• Your assignment

• Assignment: Detect spam messages

• My answers

• Recap

Case study

• Flag toxic comments on Wikipedia

Decision Trees

• Introduction

• In this section...

• Introducing classification trees

• Classification trees

• Introducing regression trees

• Regression trees

• Quiz

• Your assignment

• Assignment: Predict Titanic survivors

• My answers

• Recap

Case study

• Detect diabetes in Pima indians

Ensemble Models

• Introduction

• In this section...

• Introducing ensemble models

• Ensemble models

• Introducing bagging

• Bagging

• Introducing boosting

• Boosting

• Introducing stacking

• Stacking

• Quiz

• Assignment: Predict bike demand in Washington DC

• My answers

• Recap

Unsupervised Learning

• Introducing unsupervised learning

• Unsupervised learning

Clustering

• Introduction

• In this section...

• Introducing clustering

• K-Means Clustering

• Introducing clustering metrics1

• The Davies Bouldin Index

• Quiz

• Assignment: Classify unlabeled Iris flowers

• My answers

• Recap

Recommendation Systems

• Introduction

• In this section...

• The challenge

• Introducing PCA

• PCA

• Introducing SVD

• SVD

• Quiz

• Your assignment

• Assignment: Recommend movies

• My answers

• Recap

In Conclusion

• Course recap3

• What you've learned