This document discusses machine learning and provides an overview of key machine learning concepts. It explains why machine learning is used, what machine learning is, common machine learning algorithms like classification, regression, clustering and reinforcement learning. It also provides steps for solving a machine learning problem, including asking an exact question, feature engineering, checking data quality, training a model, predicting results and evaluating. Resources for learning more about machine learning are provided.

1. EVERYTHING YOU WANTED TO
KNOW ABOUT MACHINE LEARNING
BUT WERE TOO AFRAID TO ASK
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2. CODEMILLMATT.COM -
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HOW ML IS TAUGHT

3. MATTSOUCOUP
SRCLOUDDEVELOPERADVOCATE
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AKA.MS/CODEMILLMATT/YOUTUBE
EVERYTHING YOU EVER WANTED TO
KNOW ABOUT MACHINE LEARNING
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4. CODEMILLMATT.COM -
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WHY MACHINE LEARNING?
REDUCE DEV TIME CUSTOMIZE PRODUCTS SOLVE TOUGH PROBLEMS

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WHAT IS MACHINE LEARNING?

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WHAT IS MACHINE LEARNING?

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MACHINE LEARNING IS NOT MAGIC

8. WHAT CAN MACHINE LEARNING DO?
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9. CODEMILLMATT.COM -
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CLASSIFICATION

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REGRESSION

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ANOMALY

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CLUSTERING

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REINFORCEMENT

14. LET’S SOLVE A PROBLEM!
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ASK AN EXACT QUESTION

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ASK AN EXACT QUESTION

17. FEATURE ENGINEERING
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CHECK YOUR DATA
RELEVANT
NO HOLES
ACCURATE
ENOUGH

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CHECK YOUR DATA - RELEVANT
CARAT CUT WEATHER CUBS SCORE PRICE
.42 IDEAL SUNNY 1-0 $4500
.51 VERY GOOD HAPPY WIN $300
.9 IDEAL RAIN 5-4 $2400
.13 YAAASS! SNOW 0-11 $1

20. CODEMILLMATT.COM -
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CHECK YOUR DATA – NO HOLES
CARAT CUT COLOR CLARITY PRICE
.42 IDEAL E
.51 I2 $3520
.9 IDEAL F VS1 $100
.13 J

21. CODEMILLMATT.COM -
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CHECK YOUR DATA - ACCURATE

22. CODEMILLMATT.COM -
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CHECK YOUR DATA – ENOUGH
CARAT CUT COLOR CLARITY PRICE
.23 IDEAL E SI2 $326
.82 VERY GOOD F VVS1 $2840

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TRAIN THE MODEL

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PREDICT THE RESULTS

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EVALUATE
COEFFICIENT OF DETERMINATION
REGRESSION METRICS
MEAN ABSOLUTE ERROR
ROOT MEAN SQUARED ERROR

26. IN ACTION
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27. CUSTOM VISION SERVICE
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28. RESOURCES
SLIDES
slideshare.new/matthewsoucoup
REFERENCES
msou.co/bji
EMAIL ME
codemillmatt@microsoft.com
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