Ocaa ml algorithms

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Slides from Chuck Chekuri's presentation at Orange County Advanced Analytics and Big Data Meetup on June 19, 2019 https://www.meetup.com/Orange-County-Advanced-Analytics-Meetup/

Data & Analytics

CHOOSING ML ALGORITHMS
Orange County Advance Analytics Meetup, June 2019
Chuck Chekuri, Director Data Science, SkygenUSA

CRITERIA FOR CHOOSING
• PROBLEM AT HAND
• MACHINE LEARNING TYPE
• ALGORITHM TYPE
• AVAILABLE DATA

TYPES OF ML PROBLEMS
• FORECASTING
• MEANINGFUL GROUPING
• INTERPRETATION
• AUTOMATION

TYPES
 TEXT
 NUMERIC
 CATEGORICAL
 DESCRETE
 CONTINUOUS
 IMAGE
 SOUND
 NUMERIC
 TIME SERIES
CHARECTERISTICS
 LOCATION ( CLOUD/DB/FILE)
 STATIC VS STREAMING
 HISTORICAL VS REAL TIME
 FREQUENCY OF CHANGE
 MACHINE GENERATED
 TRANSACTIONAL
 DEIDENTIFIED
 SUMMARIZED
QUALITY
 ACCURACY
 MISSING
 COMPLETENESS
 SYSTEMIC ERRORS
 SAMPLE SIZE
 CONFIDENCE LEVEL
 BOOSTABLITY
 CONVERTIBLITY
AVAILABLE DATA

REGRESSION CLUSTERING
IDEA OF A DISTANCE

RECOMMENDER SYSTEMS
VIEWERS & SHOWS
Straight forward relationship between
viewers and shows with number of
episodes watched.
USERS
Count the number of common episodes
between viewers.
More the number, greater the similarity
between users.
SHOWS
Count the number of common
viewership between shows.
More the number, greater the similarity
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CHEAT SHEETS
https://download.microsoft.com/download/A/6/1/A613E11E-8F9C-424A-B99D-65344785C288/microsoft-machine-learning-algorithm-cheat-sheet-v7.pdf

SCIKIT-LEARN CHEAT SHEET
https://scikit-learn.org/stable/tutorial/machine_learning_map/index.html

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