Python One Liners Write Concise Eloquent Python Like a Professional 1st Edition by Christian Mayer – Ebook PDF Instant Download/Delivery: 9781718500518, 1718500513
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Product details:
ISBN 10: 1718500513
ISBN 13: 9781718500518
Author: Christian Mayer
Table of contents:
Chapter 1. Python Refresher
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Basic Data Structures
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Container Data Structures
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Control Flow
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Functions
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Lambdas
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Summary
Chapter 2. Python Tricks
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Using List Comprehension to Find Top Earners
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Using List Comprehension to Find Words with High Information Value
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Reading a File
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Using Lambda and Map Functions
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Using Slicing to Extract Matching Substring Environments
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Combining List Comprehension and Slicing
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Using Slice Assignment to Correct Corrupted Lists
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Analyzing Cardiac Health Data with List Concatenation
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Using Generator Expressions to Find Companies That Pay Below Minimum Wage
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Formatting Databases with the zip() Function
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Summary
Chapter 3. Data Science
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Basic Two-Dimensional Array Arithmetic
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Working with NumPy Arrays: Slicing, Broadcasting, and Array Types
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Conditional Array Search, Filtering, and Broadcasting to Detect Outliers
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Boolean Indexing to Filter Two-Dimensional Arrays
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Broadcasting, Slice Assignment, and Reshaping to Clean Every i-th Array Element
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When to Use the sort() Function and When to Use the argsort() Function in NumPy
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How to Use Lambda Functions and Boolean Indexing to Filter Arrays
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How to Create Advanced Array Filters with Statistics, Math, and Logic
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Simple Association Analysis: People Who Bought X Also Bought Y
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Intermediate Association Analysis to Find Bestseller Bundles
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Summary
Chapter 4. Machine Learning
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The Basics of Supervised Machine Learning
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Linear Regression
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Logistic Regression in One Line
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K-Means Clustering in One Line
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K-Nearest Neighbors in One Line
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Neural Network Analysis in One Line
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Decision-Tree Learning in One Line
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Get Row with Minimal Variance in One Line
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Basic Statistics in One Line
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Classification with Support-Vector Machines in One Line
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Classification with Random Forests in One Line
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Summary
Chapter 5. Regular Expressions
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Finding Basic Textual Patterns in Strings
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Writing Your First Web Scraper with Regular Expressions
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Analyzing Hyperlinks of HTML Documents
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Extracting Dollars from a String
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Finding Nonsecure HTTP URLs
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Validating the Time Format of User Input, Part 1
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Validating Time Format of User Input, Part 2
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Duplicate Detection in Strings
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Detecting Word Repetitions
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Modifying Regex Patterns in a Multiline String
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Summary
Chapter 6. Algorithms
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Finding Anagrams with Lambda Functions and Sorting
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Finding Palindromes with Lambda Functions and Negative Slicing
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Counting Permutations with Recursive Factorial Functions
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Finding the Levenshtein Distance
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Calculating the Powerset by Using Functional Programming
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Caesar’s Cipher Encryption Using Advanced Indexing and List Comprehension
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Finding Prime Numbers with the Sieve of Eratosthenes
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Calculating the Fibonacci Series with the reduce() Function
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A Recursive Binary Search Algorithm
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A Recursive Quicksort Algorithm
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Summary
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Tags: Christian Mayer, Python, Liners, Concise, Eloquent