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 |