Data science from scratch: first principles with Python/ Joel Grus
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: 005.7565Item 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)) | Available | 48051 |
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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