Data science from scratch: first principles with Python/
Joel Grus
- 2nd ed.
- Kolkata: Shroff Publishers, 2019.
- xvii, 384 p. : ill. ; 24 cm.
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.
9781492041139 9789352138326
Python (Computer program language) Data structures (Computer science) Database management Data mining