TY - BOOK AU - Jones,Martin AU - Massaron,Luca TI - Python for Biologists: : a complete programming course for beginners T2 - For dummies SN - 978-1492346135 AV - QA76.73.P98 M376 2015 U1 - 005.133 23 PY - 2015/// CY - UK PB - CreateSpace Independent KW - Python (Computer program language) KW - Programming languages (Electronic computers) KW - Data mining KW - Data structures (Computer science) KW - fast N1 - Includes index; pt. I. Getting started with Python for data science -- Discovering the match between data science and Python -- Introducing Python's capabilities and wonders -- Setting up Python for data science -- Reviewing basic Python -- pt. II. Getting your hands dirty with data -- Working with real data -- Conditioning your data -- Shaping data -- Putting what you know in action -- pt. III. Visualizing the invisible -- Getting a crash course in MatPlotLib -- Visualizing the data -- Understanding the tools -- pt. IV. Wrangling data -- Stretching Python's capabilities -- Exploring data analysis -- Reducing dimensionality -- Clustering -- Detecting outliers in data -- pt. V. Learning from data -- Exploring four simple and effective algorithms -- Performing cross-validation, selection, and optimization -- Increasing complexity with linear and nonlinear tricks -- Understanding the power of the many -- pt. VI. The part of tens -- Ten essential data science resource collections -- Ten data challenges you should take ER -