TY - BOOK AU - George,Henry TI - Data science from scratch: comprehensive beginners guide to learn data science fom scratch SN - 9781492041139 AV - QA76.73.P98 G78 2019 U1 - 005.75 GEO 23 PY - 2020/// KW - Database management KW - Data structures (Computer science) 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 -