Data science from scratch: first principles with Python/
Grus, Joel
Data science from scratch: first principles with Python/ Joel Grus - 2nd ed. - Kolkata: Shroff Publishers, 2019. - xvii, 384 p. : ill. ; 24 cm.
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.
9781492041139 9789352138326
Python (Computer program language)
Data structures (Computer science)
Database management
Data mining
005.7565 / GRU/D
Data science from scratch: first principles with Python/ Joel Grus - 2nd ed. - Kolkata: Shroff Publishers, 2019. - xvii, 384 p. : ill. ; 24 cm.
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.
9781492041139 9789352138326
Python (Computer program language)
Data structures (Computer science)
Database management
Data mining
005.7565 / GRU/D