azure machine learning for the - knee-deep in tech · azure machine learning for the absolute...
TRANSCRIPT
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Azure Machine Learning
for the
ABSOLUTE BEGINNER
Alexander Arvidsson | @arcticdba
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Introduce MACHINE LEARNING
Explore how to APPLY
machine learning CONCEPTS
Get STARTED with Azure
Machine Learning
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Machine learning (ML) is the scientific
study of ALGORITHMS and
STATISTICAL MODELS that computer
systems use to
PROGRESSIVELY IMPROVE performance
for a SPECIFIC TASK.
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Machine learning algorithms build a
MATHEMATICAL MODEL of sample data,
known as TRAINING DATA, in order to
make predictions or decisions
WITHOUT BEING EXPLICITLY
programmed to perform the task.
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Using STATISTICAL MODELS
to find PATTERNS in the data
to PREDICT outcomes where
NO DATA EXISTS
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Can I get a
completely
NEW menu?
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Beef Soup With Swap Peef And Cheese
Chocolate Chops & Chocolate Chips
Crimm Grunk Garlic Cleas
Beasy Mist
Chocolate Pickle Sauce
Whole Chicken Cookies
Salmon Beef Style Chicken Bottom
Cover Meats
Out Of Meat
Completely Meat Circle
Completely Meat Chocolate Pie
Cabbage Pot Cookies
Artichoke Gelatin Dogs
Crocpot Cold Water
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So how does it WORK?
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What is a MODEL?
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Which ALGORITHM
is the best?
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SUPERVISED learningClassification (categorization)
Regression (predicted value)
Anomaly detection
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SUPERVISED learning
UNSUPERVISED learning
Classification (categorization)
Regression (predicted value)
Anomaly detection
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SUPERVISED learning
UNSUPERVISED learning
REINFORCEMENT learning
Classification (categorization)
Regression (predicted value)
Anomaly detection
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What is
TRAINING DATA ?
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What does QUALITY
mean?
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How MUCH data
do we need?
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Do I need to be
FAMILIAR with
my data?
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Machine learning can
be a bit of a
BLACK BOX
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How to get STARTED?
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Column1 Column2 Column3 Column4 Column5 Column6 Column7 Column8
842302M 17.99 10.38 122.8 1001 0.1184 0.2776
842517M 20.57 17.77 132.9 1326 0.08474 0.07864
84300903M 19.69 21.25 130 1203 0.1096 0.1599
84348301M 11.42 20.38 77.58 386.1 0.1425 0.2839
84358402M 20.29 14.34 135.1 1297 0.1003 0.1328
843786M 12.45 15.7 82.57 477.1 0.1278 0.17
84862001M 16.13 20.68 108.1 798.8 0.117 0.2022
849014M 19.81 22.15 130 1260 0.09831 0.1027
8510426B 13.54 14.36 87.46 566.3 0.09779 0.08129
8510653B 13.08 15.71 85.63 520 0.1075 0.127
8510824B 9.504 12.44 60.34 273.9 0.1024 0.06492
8511133M 15.34 14.26 102.5 704.4 0.1073 0.2135
851509M 21.16 23.04 137.2 1404 0.09428 0.1022
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Column1 Column2 Column3 Column4 Column5 Column6 Column7 Column8
842302M 17.99 10.38 122.8 1001 0.1184 0.2776
842517M 20.57 17.77 132.9 1326 0.08474 0.07864
84300903M 19.69 21.25 130 1203 0.1096 0.1599
84348301M 11.42 20.38 77.58 386.1 0.1425 0.2839
84358402M 20.29 14.34 135.1 1297 0.1003 0.1328
843786M 12.45 15.7 82.57 477.1 0.1278 0.17
84862001M 16.13 20.68 108.1 798.8 0.117 0.2022
849014M 19.81 22.15 130 1260 0.09831 0.1027
8510426B 13.54 14.36 87.46 566.3 0.09779 0.08129
8510653B 13.08 15.71 85.63 520 0.1075 0.127
8510824B 9.504 12.44 60.34 273.9 0.1024 0.06492
8511133M 15.34 14.26 102.5 704.4 0.1073 0.2135
851509M 21.16 23.04 137.2 1404 0.09428 0.1022
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Getting startedML studio – automatgenererade modeller
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What is the
NEXT step?
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How can
machine learning
be IMPLEMENTED?
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EDGE SERVICE
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How can
machine learning
be USED?
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Copyright© 2018 M3dicine
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Machine learning is a TOOL
Azure is the perfect TOOLBOX
We have only scratched the SURFACE
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