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Data science from scratch: first principles with Python/ Joel Grus

By: Grus, Joel Publication details: Kolkata: Shroff Publishers, 2019Edition: 2nd edDescription: xvii, 384 p. : ill. ; 24 cmISBN: 9781492041139; 9789352138326Subject(s): Python (Computer program language) | Data structures (Computer science) | Database management | Data miningDDC classification: 005.7565

Contents:

Introduction -- A crash course in Python -- Visualizing data -- Linear algebra -- Statistics -- Probability -- Hypothesis and inference -- Gradient descent -- Getting data -- Working with data -- Machine learning -- k-Nearest neighbors -- Naive bayes -- Simple linear regression -- Multiple regression -- Logistic regression -- Decision trees -- Neural networks -- Deep learning -- Clustering -- Natural language processing -- Network analysis -- Recommender systems -- Databases and SQL -- MapReduce -- Data ethics -- Go forth and do data science.

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Holdings
Item type	Current library	Call number	Status	Date due	Barcode	Item holds
General Books	Central Library, Sikkim University General Book Section	005.7565 GRU/D (Browse shelf(Opens below))	Checked out	06/05/2024	48051

Total holds: 0

Introduction --
A crash course in Python --
Visualizing data --
Linear algebra --
Statistics --
Probability --
Hypothesis and inference --
Gradient descent --
Getting data --
Working with data --
Machine learning --
k-Nearest neighbors --
Naive bayes --
Simple linear regression --
Multiple regression --
Logistic regression --
Decision trees --
Neural networks --
Deep learning --
Clustering --
Natural language processing --
Network analysis --
Recommender systems --
Databases and SQL --
MapReduce --
Data ethics --
Go forth and do data science.

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