introduction to azure machine learning...expected learning outcomes azure machine learning...

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Introduction To Azure Machine Learning

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Page 1: Introduction To Azure Machine Learning...Expected Learning Outcomes Azure Machine Learning @tetranoodle Supervised Machine Learning Machine Learning Algorithms in Azure ML Workflow

Introduction To

Azure Machine Learning

Page 2: Introduction To Azure Machine Learning...Expected Learning Outcomes Azure Machine Learning @tetranoodle Supervised Machine Learning Machine Learning Algorithms in Azure ML Workflow

Expected Learning OutcomesAzure Machine Learning

@tetranoodle

Supervised Machine Learning

Machine Learning Algorithms in Azure ML

Workflow for Supervised Machine Learning

Algorithm Selection

Page 3: Introduction To Azure Machine Learning...Expected Learning Outcomes Azure Machine Learning @tetranoodle Supervised Machine Learning Machine Learning Algorithms in Azure ML Workflow

SupervisedMachine Learning

Page 4: Introduction To Azure Machine Learning...Expected Learning Outcomes Azure Machine Learning @tetranoodle Supervised Machine Learning Machine Learning Algorithms in Azure ML Workflow

Unlabeled Data

Labeled Data

Page 5: Introduction To Azure Machine Learning...Expected Learning Outcomes Azure Machine Learning @tetranoodle Supervised Machine Learning Machine Learning Algorithms in Azure ML Workflow

Square Footage Zip Code Price

2000 98052 5000 $

3000 75284 4000 $

3500 68164 5500 $

2000 45465 5400 $

7520 98645 10000 $

Page 6: Introduction To Azure Machine Learning...Expected Learning Outcomes Azure Machine Learning @tetranoodle Supervised Machine Learning Machine Learning Algorithms in Azure ML Workflow

Classification - predicting a discrete category

Regression - predicting a value

Anomaly Detection - identifying unusual data

Clustering - grouping similar data together

Page 7: Introduction To Azure Machine Learning...Expected Learning Outcomes Azure Machine Learning @tetranoodle Supervised Machine Learning Machine Learning Algorithms in Azure ML Workflow

25 different machine learning algorithms

Modules for importing and cleaning data

Create experiments to train and test models

Publish models as web service (REST)

Page 8: Introduction To Azure Machine Learning...Expected Learning Outcomes Azure Machine Learning @tetranoodle Supervised Machine Learning Machine Learning Algorithms in Azure ML Workflow

Data Set

Training Data Test Data

Algorithm Train Model

Score Model

Evaluate Model

(Another Model)

Data Cleaning

Split

Page 9: Introduction To Azure Machine Learning...Expected Learning Outcomes Azure Machine Learning @tetranoodle Supervised Machine Learning Machine Learning Algorithms in Azure ML Workflow

Sample data

Upload dataset from local

machine

Enter data manually

Import data from external website

Page 10: Introduction To Azure Machine Learning...Expected Learning Outcomes Azure Machine Learning @tetranoodle Supervised Machine Learning Machine Learning Algorithms in Azure ML Workflow

Modules

Datasets

Experiments

Page 11: Introduction To Azure Machine Learning...Expected Learning Outcomes Azure Machine Learning @tetranoodle Supervised Machine Learning Machine Learning Algorithms in Azure ML Workflow
Page 12: Introduction To Azure Machine Learning...Expected Learning Outcomes Azure Machine Learning @tetranoodle Supervised Machine Learning Machine Learning Algorithms in Azure ML Workflow