TY - GEN AU - Grus, Joel TI - Data science from scratch: first principles with Python SN - 9781492041139 U1 - 005.7565 PY - 2019/// CY - Kolkata PB - Shroff Publishers KW - Python (Computer program language) KW - Data structures (Computer science) KW - Database management KW - Data mining N1 - 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 -