TY - BOOK AU - Guttag,John TI - Introduction to computation and programming using Python: with application to understanding data SN - 9788120352926 (pbk) U1 - 005.133 23 PY - 2016/// CY - New Delhi PB - PHI Learning KW - Python (Computer program language) KW - Computer programming KW - Textbooks N1 - Includes index; 1- Getting Started 2- Introduction to Python 3- Some Simple Numerical Problems 4- Functions, Scoping & Abstraction 5- Structured Types, Mutability & Higher-Order Functions 6- Testing & Debugging 7- Exceptions & Assertions 8- Classes & Object-Oriented Programming 9- A Simplistic Introduction to Algorithmic Complexity 10- Some Simple Algorithms & Data Structures 11- Plotting & More About Classes 12- Knapsack & Graph Optimization Problems 13- Dynamic Programming 14- Random Walks & More About Data Visualization 15- Stochastic Programs, Probability & Distributions 16- Monte Carlo Simulation 17- Sampling & Confidence Intervals 18- Understanding Experimental Data 19- Randomized Trials & Hypothesis Checking 20- Conditional Probability & Bayesian Statistics 21- Lies, Damned lies & Statistics 22- A Quick Look at Machine Learning 23- Clustering 24- lassification Methods ER -