Deep Learning With Azure Machine Learning
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Course Introduction

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Course prerequisites
Introduction To Machine Learning

What is machine learning?
Setting Up An Azure ML Workspace

In this section...
Introducing Azure Machine Learning
Assignment: Set up Azure Machine Learning
Recap
Setting Up Azure ML Datasets

In this section...
Introducing Azure Datastores and Datasets
Assignment: Set up the California Housing dataset
Recap
Processing Numeric Data

In this section...
Introducing numeric data
Loading numeric data
Introducing Azure Dataset Profiling
Quiz
Assignment: Process the California Housing dataset
Recap
Building Machine Learning Pipelines

In this section...
Introducing Azure Machine Learning Pipelines
Introducing Azure Machine Learning Experiments
Assignment: Build your first pipeline
Recap
Supervised Learning

Introducing supervised learning
Supervised learning
Regression

In this section...
Introduction
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
Assignment: Predict house prices in California
My answers
Recap
Case study

Introducing case studies
Predict taxi prices in New York
Processing Text And Geo Data

In this section...
Introducing string data
Loading string data
Introducing geo data
Loading Geo data
Loading text data
Quiz
Assignment: Improve the California Housing pipeline
My answers
Recap
Case study

Predict house prices in Iowa
Binary Classification

In this section...
Introduction
Introducing binary classification
Binary classification
Introducing binary metrics
Accuracy, Precision, and Recall
Introducing ROC and AUC
ROC, AUC, and Bias
Quiz
Assignment: Predict heart disease risk
My answers
Recap
Case study

Detect credit card fraud in Europe
Multiclass Classification

In this section...
Introduction
Introducing multiclass classification
Multiclass classification
Introducing multiclass metrics
The confusion matrix
Micro and macro averages
Quiz
Assignment: Recognize handwritten digits
My answers
Recap
Deep Neural Networks

In this section...
Introducing deep neural networks
From linear regression to neural networks
The architecture of deep neural networks
How to visualize hidden network layers
How to train deep neural networks
Quiz
Assignment: Recognize cats and dogs
My answers
Recap
Training And Evaluating Models

In this section...
Introduction
Introducing overfitting
Overfitting
Introducing partitioning
Partitioning datasets
Minibatch training
Introducing K-fold cross validation
K-Fold Cross Validation
Quiz
Assignment: Detect spam messages
My answers
Recap
Case study

Flag toxic comments on Wikipedia
Decision Trees

In this section...
Introduction
Introducing classification trees
Classification trees
Introducing regression trees
Regression trees
Quiz
Assignment: Predict Titanic survivors
My answers
Recap
Case study

Detect diabetes in Pima indians
Ensemble Models

In this section...
Introduction
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
Clustering

In this section...
Introduction
Introducing clustering
K-Means Clustering
Introducing clustering metrics
The Davies Bouldin Index
Quiz
Assignment: Classify unlabeled Iris flowers
My answers
Recap
Recommendation Systems

In this section...
Introduction
The challenge
Introducing PCA
PCA
Introducing SVD
SVD
Quiz
Assignment: Recommend movies
My answers
Recap
In Conclusion

What you've learned
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Unsupervised Learning

Unsupervised learning
Introducing unsupervised learning

Setting Up An Azure ML Workspace

4 Lessons