Data science from scratch : first principles with Python /
Grus, Joel (Software engineer),
Data science from scratch : first principles with Python / Joel Grus. - Second edition. - xvii, 384 pages : illustrations ; 24 cm
Includes bibliographical references and index.
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
Python (Computer program language)
Database management.
Data structures (Computer science)
Data mining.
Data mining--Mathematics.
--Text book
005.7565 / GRU
Data science from scratch : first principles with Python / Joel Grus. - Second edition. - xvii, 384 pages : illustrations ; 24 cm
Includes bibliographical references and index.
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
Python (Computer program language)
Database management.
Data structures (Computer science)
Data mining.
Data mining--Mathematics.
--Text book
005.7565 / GRU