Subject Details
Dept     : CSE
Sem      : 5
Regul    : R19
Faculty : sumathi
phone  : NIL
E-mail  : sumathi.b.mca@snsct.org
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Lecture Notes

UNIT 1:
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Generalizing from Data
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Rectangular Data
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Relational Databases
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SQL- Indexes
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Slicing
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Sorting
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ApplyingData science Process
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Plotting Data science Process
UNIT 2:
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Text Analytics
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Data Visualization
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Text Mining
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Data Visualization& types
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Data Representation
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Types of data representation
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Data Quality
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Exploratory Data Analysis
UNIT 3:
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Working with Text
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Regular Expressions
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Web Technologies
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REST
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Xpath
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Handling large Data on a Single Computer
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Introducing Naive Bayes Classifiers
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The Rise of graph databases
UNIT 4:
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Regression on Probabilities
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The Logistic Model
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A Loss Function for the Logistic Model
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Fitting the Logistic Model
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Multiclass Classification
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Data visualization to the End Users
UNIT 5:
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P-hacking
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Dimensionality Reduction
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Decision tree
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Random Forest