TY  - BOOK
AU  - Grus,Joel
TI  - Data science from scratch: first principles with Python 
SN  - 9781492041139
U1  - 005.756 21
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
N1  - مقررات دراسية لطلاب الجامعة 2024; مقررات دراسية 2025-2026; 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  -