TY - BOOK AU - Grus,Joel TI - Data science from scratch: first principles with Python SN - 9781492041139 AV - QA76.73.P98 G78 2019 U1 - 005.7565 23 PY - 2019/// CY - Sebastopol, CA PB - O'Reilly Media KW - Python (Computer program language) KW - Database management KW - Data structures (Computer science) KW - Data mining KW - Mathematics KW - fast N1 - 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 ER -