Data science from scratch : comprehensive beginners guide to learn data science fom scratch /
Joel Grus.
- Second edition.
- Unpages : 19 cm
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.
9781492041139 1492041130
107490 TVG
2019304439
Database management. Data structures (Computer science) Data structures (Computer science)