000 01190 a2200217 4500
999 _c198785
_d198785
020 _a9781492041139
020 _a9789352138326
040 _cCUS
082 _a005.7565
_bGRU/D
100 _aGrus, Joel
_912552
245 _aData science from scratch: first principles with Python/
_cJoel Grus
250 _a2nd ed.
260 _aKolkata:
_bShroff Publishers,
_c2019.
300 _axvii, 384 p. :
_bill. ;
_c24 cm.
505 _aIntroduction -- 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.
650 _aPython (Computer program language)
_91915
650 _aData structures (Computer science)
_9606
650 _aDatabase management
_96946
650 _aData mining
_912553
942 _cWB16
_05