Algorithms For Dummies

Algorithms For Dummies

Mueller, John Paul; Massaron, Luca

John Wiley & Sons Inc

06/2022

448

Mole

Inglês

9781119869986

15 a 20 dias

596

Descrição não disponível.
Introduction 1

Part 1: Getting Started with Algorithms 7

Chapter 1: Introducing Algorithms 9

Chapter 2: Considering Algorithm Design 23

Chapter 3: Working with Google Colab 41

Chapter 4: Performing Essential Data Manipulations Using Python 59

Chapter 5: Developing a Matrix Computation Class 79

Part 2: Understanding the Need to Sort and Search 97

Chapter 6: Structuring Data 99

Chapter 7: Arranging and Searching Data 117

Part 3: Exploring the World of Graphs 139

Chapter 8: Understanding Graph Basics 141

Chapter 9: Reconnecting the Dots 161

Chapter 10: Discovering Graph Secrets 195

Chapter 11: Getting the Right Web page 207

Part 4: Wrangling Big Data 223

Chapter 12: Managing Big Data 225

Chapter 13: Parallelizing Operations 249

Chapter 14: Compressing and Concealing Data 267

Part 5: Challenging Difficult Problems 289

Chapter 15: Working with Greedy Algorithms 291

Chapter 16: Relying on Dynamic Programming 307

Chapter 17: Using Randomized Algorithms 331

Chapter 18: Performing Local Search 349

Chapter 19: Employing Linear Programming 367

Chapter 20: Considering Heuristics 381

Part 6: The Part of Tens 401

Chapter 21: Ten Algorithms That Are Changing the World 403

Chapter 22: Ten Algorithmic Problems Yet to Solve 411

Index 417



ntroduction 1

Part 1: Getting Started with Algorithms 7

Chapter 1: Introducing Algorithms 9

Chapter 2: Considering Algorithm Design 23

Chapter 3: Working with Google Colab 41

Chapter 4: Performing Essential Data Manipulations Using Python 59

Chapter 5: Developing a Matrix Computation Class 79

Part 2: Understanding the Need to Sort and Search 97

Chapter 6: Structuring Data 99

Chapter 7: Arranging and Searching Data 117

Part 3: Exploring the World of Graphs 139

Chapter 8: Understanding Graph Basics 141

Chapter 9: Reconnecting the Dots 161

Chapter 10: Discovering Graph Secrets 195

Chapter 11: Getting the Right Web page 207

Part 4: Wrangling Big Data 223

Chapter 12: Managing Big Data 225

Chapter 13: Parallelizing Operations 249

Chapter 14: Compressing and Concealing Data 267

Part 5: Challenging Difficult Problems 289

Chapter 15: Working with Greedy Algorithms 291

Chapter 16: Relying on Dynamic Programming 307

Chapter 17: Using Randomized Algorithms 331

Chapter 18: Performing Local Search 349

Chapter 19: Employing Linear Programming 367

Chapter 20: Considering Heuristics 381

Part 6: The Part of Tens 401

Chapter 21: Ten Algorithms That Are Changing the World 403

Chapter 22: Ten Algorithmic Problems Yet to Solve 411

Index 417



ntroduction 1

Part 1: Getting Started with Algorithms 7

Chapter 1: Introducing Algorithms 9

Chapter 2: Considering Algorithm Design 23

Chapter 3: Working with Google Colab 41

Chapter 4: Performing Essential Data Manipulations Using Python 59

Chapter 5: Developing a Matrix Computation Class 79

Part 2: Understanding the Need to Sort and Search 97

Chapter 6: Structuring Data 99

Chapter 7: Arranging and Searching Data 117

Part 3: Exploring the World of Graphs 139

Chapter 8: Understanding Graph Basics 141

Chapter 9: Reconnecting the Dots 161

Chapter 10: Discovering Graph Secrets 195

Chapter 11: Getting the Right Web page 207

Part 4: Wrangling Big Data 223

Chapter 12: Managing Big Data 225

Chapter 13: Parallelizing Operations 249

Chapter 14: Compressing and Concealing Data 267

Part 5: Challenging Difficult Problems 289

Chapter 15: Working with Greedy Algorithms 291

Chapter 16: Relying on Dynamic Programming 307

Chapter 17: Using Randomized Algorithms 331

Chapter 18: Performing Local Search 349

Chapter 19: Employing Linear Programming 367

Chapter 20: Considering Heuristics 381

Part 6: The Part of Tens 401

Chapter 21: Ten Algorithms That Are Changing the World 403

Chapter 22: Ten Algorithmic Problems Yet to Solve 411

Index 417
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Algorithm basics; intro to algorithms; algorithms introduction; algorithms guide; algorithms for beginners; beginning algorithms; python algorithms; basic python algorithms; simple python algorithms; python algorithms for beginners; algorithm review; technical interview