Introduction to Algorithms and Data Structures

Introduction to Algorithms and Data Structures

A solid foundation for the real world of machine learning and data analyticsBy Bolakale Aremu
Michael Caine
Listen with Sir Michael Caine™ and 1,000+ voices
Length2h 21m

About this audiobook

Benefits of This Book. Learning algorithms and data structures from this book will help you become a better programmer. Algorithms and data structures will make you think more logically. Furthermore, they can help you design better systems for storing and processing data. They also serve as a tool for optimization and problem-solving. As a result, the concepts of algorithms and data structures are very valuable in any field. For example, you can use them when building a web app or writing software for other devices. You can apply them to machine learning and data analytics, which are two hot areas right now. If you are a hacker, algorithms and data structures in Python are also important for you everywhere. Now, whatever your preferred learning style, I've got you covered. If you're a visual learner, you'll love my clear diagrams and illustrations throughout this book. If you're a practical learner, you'll love my hands-on lessons so that you can get practical with algorithms and data structures and learn in a hands-on way. Course Structure. This book is the first volume of the series Introduction to Algorithms & Data Structures. In this volume, you'll take a deep dive into the world of algorithms. With increasing frequency, algorithms are starting to shape our lives in many ways - from the products recommended to us, to the friends we interact with on social media, to even important social issues like policing, privacy and healthcare. So, the first part of this course covers what algorithms are, how they work, and where they can be found (real life applications). In the second volume, you'll work through an introduction to data structures. You're going to learn about two introductory data structures - arrays and linked lists. You'll look at common operations and how the runtimes of these operations affect our everyday code. The third volume is packed with 5 hours of HD tutorial videos, practice exercises, sample codes, and popular interview questions asked by Google, Microsoft, Amazon and other big companies. So, in the third volume, you'll master linear data structures and algorithms which are essential to getting your dream job, so that you don't waste your time browsing disconnected tutorials or super long, boring courses. In this volume, we will look at algorithms in two categories: sorting and searching. You'll implement well-known sorting algorithms like Selection Sort, Quicksort, and Merge Sort. You'll also learn basic search algorithms like Sequential Search and Binary Search. At the end of many sections of this course, short practice exercises are provided to test your understanding of the topic discussed. Answers are also provided so you can check how well you have performed in each section. At the end of the course, assessment tests are provided. You will also find links to download more helpful resources such as codes and screenshots used in this book, and more practice exercises. You can use them for quick references and revision as well. My support link is also provided so you to contact me any time if you have questions or need further help. By the end of this course, you will understand what algorithms and data structures are, how they are measured and evaluated, and how they are used to solve real-life problems. So, everything you need is right here in this series. I really hope you’ll enjoy it. Are you ready? Let's dive in!

Audiobook details

GenreTechnology, Science and Nature
Length2 hrs 21 mins
Narrated byListen with 1,000+ voices
FormateBook with Audio
Publish dateApr 8, 2023
LanguageEnglish

Table of contents

10. What You Will Learn & How to Get Help
20.1. Benefits of learning about algorithms and data structures
30.2. Course Structure
41. Introduction to Algorithms
51.1. Playing a Counting Game
Show all chapters
61.1.1. What is an Algorithm?
71.1.2. Guess the Number Game
81.1.3. Algorithm Guidelines
91.1.4. Practice Exercise 1
101.1.5. Answers to Practice Exercise 1
111.1.6. Evaluating Linear Search
121.1.7. Evaluating Binary Search
131.1.8. Practice Exercise 2
141.1.9. Answers to Practice Exercise 2
151.2. Time Complexity
161.2.1. Efficiency of an Algorithm
171.2.2. The Big O
181.2.3. Constant and Logarithmic Time
191.2.4. Linear & Quadratic Time
201.2.5. Cubic Runtime
211.2.6. Quasilinear Runtime
221.2.7. Polynomial Runtimes
231.2.8. Exponential Runtimes
241.2.9. How to Determine the Complexity of an Algorithm
251.2.10. Practice Exercise 3
261.2.11. Answers to Practice Exercise 3
271.3. Algorithms in Code
281.3.1. Linear Search in Code
291.3.2. Binary Search in Code
301.3.3. Recursive Binary Search in Code
311.3.4. Practice Exercise 4
321.3.5. Answers to Practice Exercise 4
331.4. Recursion and Space Complexity
341.4.1. Recursive Functions
351.4.2. Space Complexity
361.4.3. A Recap of What You Learned
371.4.4. Practice Exercise 5
381.4.5. Answers to Practice Exercise 5
391.5. Download Training Resources & Get Further Help

Series

More from Bolakale Aremu

Never Lost Again
Never Lost AgainBill Kilday10h 1m4.4 (805)$29 · $0.00
How the Internet Happened
How the Internet HappenedBrian McCullough13h 28m4.3 (2.7K)$23 · $0.00
Collected Writings of Nikola Tesla
Collected Writings of Nikola TeslaNikola Tesla, Thomas Commerford Martin21h 50m4.3 (1.7K)$1 · $0.00
Just Aspire
Just AspireAjai Chowdhry9h 13m4.4 (260)$29 · $0.00
The Little Book of Aliens
The Little Book of AliensAdam Frank8h 20m4.3 (1.3K)$26 · $0.00
The inventions, researches and writings of Nikola Tesla (Annotated)
The inventions, researches and writings of Nikola Tesla (Annotated)Thomas Commerford Martin16h 59m4.3 (1.3K)$2 · $0.00
Kargil
KargilV.P. Malik15h 18m4.3 (2K)$24 · $0.00
Experiments with Alternating Currents
Experiments with Alternating CurrentsNikola Tesla9h 6m4.3 (874)$1 · $0.00
Fire on the Horizon
Fire on the HorizonTom Shroder, John Konrad8h 23m4.3 (858)$26 · $0.00
The Smell of Kerosene (Annotated)
The Smell of Kerosene (Annotated)National Aeronautics and Space Administration, Donald L. Mallick, Peter W. Merlin11h 32m4.3 (523)$2 · $0.00
The Boy Who Harnessed the Wind
The Boy Who Harnessed the WindWilliam Kamkwamba, Bryan Mealer10h 5m4.2 (78.9K)$29 · $0.00
Across the Airless Wilds
Across the Airless WildsEarl Swift10h 8m4.3 (1.3K)$29 · $0.00
Console Wars
Console WarsBlake J. Harris20h 41m4.2 (13.7K)$46 · $0.00
Improvised Munitions Handbook
Improvised Munitions HandbookU.S. Department of Defense4h 49m4.3 (1.6K)$1.99 · $0.00
Escaping Gravity
Escaping GravityLori Garver10h 54m4.2 (2.2K)$20 · $0.00
Wireless Wars
Wireless WarsJonathan Pelson8h 2m4.3 (418)$20 · $0.00
Let There Be Water
Let There Be WaterSeth M. Siegel8h 36m4.2 (2.3K)$20 · $0.00
The Perfectionists
The PerfectionistsSimon Winchester11h 46m4.2 (9.9K)$29 · $0.00
Rethinking Narcissism
Rethinking NarcissismDr. Craig Malkin6h 7m4.2 (3.4K)$24 · $0.00
Project Animal Farm
Project Animal FarmSonia Faruqi11h 23m4.3 (563)$20 · $0.00
A Brief History of Intelligence
A Brief History of IntelligenceMax S. Bennett12h 18m4.6 (6.6K)$29 · $0.00
The Story of Birds
The Story of BirdsSteve Brusatte11h 49m4.6 (401)$29 · $0.00
What It Takes to Save a Life
What It Takes to Save a LifeKwane Stewart6h4.6 (556)$24 · $0.00
Pastoral Song
Pastoral SongJames Rebanks8h 35m4.5 (12K)$26 · $0.00
How Stella Learned to Talk
How Stella Learned to TalkChristina Hunger7h4.5 (10.9K)$24 · $0.00
Craig & Fred
Craig & FredCraig Grossi8h 6m4.5 (9.6K)$26 · $0.00
Celebrating Birds
Celebrating BirdsNatalia Rojas, Ana Maria Martinez6h 47m4.6 (330)$24 · $0.00
Saving Jemima
Saving JemimaJulie Zickefoose4h 59m4.5 (749)$20 · $0.00
Will's Red Coat
Will's Red CoatTom Ryan8h 23m4.5 (2.3K)$26 · $0.00
Of Time and Turtles
Of Time and TurtlesSy Montgomery10h 34m4.5 (5K)$29 · $0.00
Zen and the Art of Saving the Planet
Zen and the Art of Saving the PlanetThich Nhat Hanh9h 20m4.5 (3.9K)$29 · $0.00
Bottle of Lies
Bottle of LiesKatherine Eban14h 25m4.4 (12K)$33 · $0.00
Ingrained
IngrainedCallum Robinson8h 10m4.5 (1.1K)$26 · $0.00
The Lion Tracker's Guide To Life
The Lion Tracker's Guide To LifeBoyd Varty3h 1m4.4 (4.8K)$18 · $0.00
Born for Love
Born for LoveBruce D. Perry, Maia Szalavitz11h 42m4.4 (4K)$29 · $0.00
The Mountains of California (With Original Drawings & Photographs) (Annotated)
The Mountains of California (With Original Drawings & Photographs) (Annotated)John Muir11h 35m4.5 (1.1K)$2 · $0.00
The New Guys
The New GuysMeredith Bagby16h 50m4.4 (1.2K)$40 · $0.00
Blue Pastures
Blue PasturesMary Oliver3h 23m4.4 (3.8K)$18 · $0.00
The Rise and Reign of the Mammals
The Rise and Reign of the MammalsSteve Brusatte13h 26m4.4 (11.1K)$33 · $0.00
Vaccinated
VaccinatedPaul A. Offit8h 30m4.4 (3.7K)$26 · $0.00

You may also like

Reengineering the Corporation
Reengineering the CorporationMichael Hammer, James Champy1h 29m3.8 (7.3K)$16 · $0.00
Day Trading Attention
Day Trading AttentionGary Vaynerchuk8h 25m4.3 (1.8K)$28 · $0.00
Self-Publish & Succeed
Self-Publish & SucceedJulie Broad6h 58m4.7 (302)$14.99 · $0.00
Google It
Google ItAnna Crowley Redding4h 18m4.0 (711)$15
The Start-up Founder's Guide to Digital Marketing
The Start-up Founder's Guide to Digital MarketingPramod Maloo8h 17m4.6 (27)$20 · $0.00
Introduction manual to S&OP
Introduction manual to S&OPCristina Peña1h 34m4.4 (15)$23 · $0.00
The Hidden Power of AI for Financial Growth
The Hidden Power of AI for Financial GrowthNora V. Halden3h 33m5.0 (1)$2.30 · $0.00
Forallx - An Introduction to Formal Logic
Forallx - An Introduction to Formal LogicP.D. Magnus5h 23m3.6 (63)$1 · $0.00
The Definitive Guide To The World's Leading Artificial  Intelligence
The Definitive Guide To The World's Leading Artificial IntelligenceKael Novera6h 51m$8 · $0.00
Passive Income Empire
Passive Income EmpireYasin Ali3h 9m5.0 (9) Only with Ultra
Prompts That Sell: The Power Of Words In Artificial Intelligence
Prompts That Sell: The Power Of Words In Artificial IntelligenceKael Novera50m$7 · $0.00
Chatgpt Complete Guide
Chatgpt Complete GuideJoaquin Gener1h 23m$6 · $0.00
ITIL® 4 Create, Deliver and Support (CDS)
ITIL® 4 Create, Deliver and Support (CDS)Claire Agutter3h 36m4.6 (23)$40 · $0.00
ITIL® 4 Essentials: Your essential guide for the ITIL 4 Foundation exam and beyond, second edition
ITIL® 4 Essentials: Your essential guide for the ITIL 4 Foundation exam and beyond, second editionClaire Agutter4h4.2 (50)$40 · $0.00
Horizons
HorizonsJames Poskett15h 18m3.7 (472)$33 · $0.00
A Color Notation: How to Numerically Describe Colors
A Color Notation: How to Numerically Describe ColorsA. H. Munsell3h 52m3.8 (159)$2 · $0.00
A High-Performance Adaptive Filter Instantiated from the GAADT Algorithm for Electrocardiogram Signal Processing
A High-Performance Adaptive Filter Instantiated from the GAADT Algorithm for Electrocardiogram Signal ProcessingAndrilene Ferreira Maciel2h 55m$13 · $0.00
Who Owns What? The Definitive Legal Guide for Musicians, Writers, Film-Makers and Content Creators
Who Owns What? The Definitive Legal Guide for Musicians, Writers, Film-Makers and Content CreatorsXerxes Ranina3h 33m$18 · $0.00
Origin and Development of Form and Ornament in Ceramic Art
Origin and Development of Form and Ornament in Ceramic ArtWilliam Henry Holmes1h 30m2.8 (32)$1 · $0.00
Monetize your content with NFTs
Monetize your content with NFTsUnknown Author1h 5m$17 · $0.00