Data Science With C# And ML.NET
by
Mark Farragher
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Data Science With C# And ML.NET
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Multiclass Classification
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Data Science With C# And ML.NET
This course will introduce you to Data Science and AI and get you up to speed with Microsoft's new ML.NET Machine Learning library.
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Table of contents
Data Science With C# And ML.NET
by
Mark Farragher
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Course Introduction
Course Introduction
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I'm pleased to meet you!
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I'm pleased to meet you!
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Welcome to the course
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Welcome to the course
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Course prerequisites
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Course prerequisites
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Installing NET Core 3.0
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Installing NET Core 3.0
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Installing Visual Studio Code
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Installing Visual Studio Code
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Introduction To Data Science
Introduction To Data Science
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What is data science?
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What is data science?
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Loading And Processing Data
Loading And Processing Data
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Introduction
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Introduction
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In this section...
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In this section...
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Introducing numeric data
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Introducing numeric data
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Loading numeric data
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Loading numeric data
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Introducing string data
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Introducing string data
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Loading string data
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Loading string data
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Introducing geo data
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Introducing geo data
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Loading Geo data
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Loading Geo data
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Loading text data
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Loading text data
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Quiz
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Quiz
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Your assignment
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Your assignment
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Assignment: Process California housing data
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Assignment: Process California housing data
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My answers
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My answers
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Recap
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Recap
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Supervised Learning
Supervised Learning
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Introducing supervised learning
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Introducing supervised learning
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Supervised learning
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Supervised learning
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Regression
Regression
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Introduction
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Introduction
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In this section...
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In this section...
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Introducing linear regression
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Introducing linear regression
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Single linear regression
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Single linear regression
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Introducing regression metrics
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Introducing regression metrics
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RMSE, MSE, and MAE
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RMSE, MSE, and MAE
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Introducing gradient descent
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Introducing gradient descent
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Gradient descent
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Gradient descent
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Introducing multiple linear regression
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Introducing multiple linear regression
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Multiple linear regression
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Multiple linear regression
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Quiz
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Quiz
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Your assignment
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Your assignment
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Assignment: Predict taxi fares in New York
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Assignment: Predict taxi fares in New York
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My answers
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My answers
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Recap
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Recap
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Case study
Case study
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Predict house prices in Iowa
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Predict house prices in Iowa
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Binary Classification
Binary Classification
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Introduction
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Introduction
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In this section...
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Introducing binary classification
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Introducing binary classification
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Binary classification
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Binary classification
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Introducing binary metrics
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Introducing binary metrics
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Accuracy, Precision, and Recall
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Accuracy, Precision, and Recall
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Introducing ROC and AUC
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Introducing ROC and AUC
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ROC, AUC, and Bias
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ROC, AUC, and Bias
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Quiz
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Quiz
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Your assignment
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Your assignment
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Assignment: Predict heart disease risk
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Assignment: Predict heart disease risk
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My answers
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My answers
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Recap
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Recap
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Case study
Case study
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Detect credit card fraud in Europe
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Detect credit card fraud in Europe
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Multiclass Classification
Multiclass Classification
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Introduction
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Introduction
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In this section...
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Introducing multiclass classification
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Introducing multiclass classification
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Multiclass classification
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Multiclass classification
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Introducing multiclass metrics
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Introducing multiclass metrics
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The confusion matrix
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The confusion matrix
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Micro and macro averages
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Micro and macro averages
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Quiz
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Quiz
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Your assignment
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Your assignment
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Assignment: Recognize handwritten digits
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Assignment: Recognize handwritten digits
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My answers
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My answers
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Recap
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Recap
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Training And Evaluating Models
Training And Evaluating Models
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Introduction
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Introduction
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In this section...
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Introducing overfitting
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Introducing overfitting
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Overfitting
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Overfitting
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Introducing partitioning
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Introducing partitioning
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Partitioning datasets
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Partitioning datasets
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Minibatch training
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Minibatch training
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Introducing K-fold cross validation
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Introducing K-fold cross validation
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K-Fold Cross Validation
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K-Fold Cross Validation
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Quiz
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Quiz
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Your assignment
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Your assignment
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Assignment: Detect spam messages
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Assignment: Detect spam messages
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My answers
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My answers
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Recap
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Recap
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Case study
Case study
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Flag toxic comments on Wikipedia
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Flag toxic comments on Wikipedia
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Decision Trees
Decision Trees
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Introduction
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Introduction
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In this section...
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Introducing classification trees
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Introducing classification trees
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Classification trees
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Classification trees
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Introducing regression trees
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Introducing regression trees
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Regression trees
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Regression trees
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Quiz
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Quiz
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Your assignment
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Your assignment
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Assignment: Predict Titanic survivors
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Assignment: Predict Titanic survivors
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My answers
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My answers
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Recap
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Recap
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Case study
Case study
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Detect diabetes in Pima indians
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Detect diabetes in Pima indians
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Ensemble Models
Ensemble Models
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Introduction
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Introduction
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In this section...
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Introducing ensemble models
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Introducing ensemble models
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Ensemble models
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Ensemble models
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Introducing bagging
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Introducing bagging
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Bagging
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Bagging
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Introducing boosting
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Introducing boosting
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Boosting
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Boosting
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Introducing stacking
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Introducing stacking
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Stacking
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Stacking
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Quiz
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Quiz
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Assignment: Predict bike demand in Washington DC
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Assignment: Predict bike demand in Washington DC
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My answers
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My answers
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Recap
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Recap
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Unsupervised Learning
Unsupervised Learning
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Introducing unsupervised learning
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Introducing unsupervised learning
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Unsupervised learning
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Unsupervised learning
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Clustering
Clustering
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Introduction
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Introduction
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In this section...
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Introducing clustering
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Introducing clustering
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K-Means Clustering
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K-Means Clustering
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Introducing clustering metrics
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Introducing clustering metrics
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The Davies Bouldin Index
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The Davies Bouldin Index
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Quiz
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Quiz
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Assignment: Classify unlabeled Iris flowers
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Assignment: Classify unlabeled Iris flowers
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My answers
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My answers
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Recap
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Recap
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Detecting Anomalies
Detecting Anomalies
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Assignment: Detect sales spikes and trend changes
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Assignment: Detect sales spikes and trend changes
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Recommendation Systems
Recommendation Systems
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Introduction
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Introduction
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The challenge
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The challenge
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Introducing PCA
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Introducing PCA
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PCA
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PCA
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Introducing SVD
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Introducing SVD
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SVD
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SVD
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Quiz
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Quiz
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Your assignment
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Your assignment
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Assignment: Recommend movies
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Assignment: Recommend movies
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My answers
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My answers
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Recap
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Recap
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In Conclusion
In Conclusion
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Course recap
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Course recap
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What you've learned
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What you've learned
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