Mô tả

Dive into the dynamic world of computer science with 'Data Structures and Algorithms: From Zero to Hero,' an immersive course designed to elevate your programming expertise and equip you with the foundational structures and sophisticated algorithms that underpin modern software development. This course is your gateway to mastering the art of crafting efficient, effective, and elegant solutions to complex computing challenges, paving your path from novice to expert.

Embark on a journey through the core pillars of data organization, starting with the basics of arrays, lists, dictionaries, and sets, illuminated with real-world applications that demonstrate their power and versatility. As you progress, unlock the mysteries of stacks and queues, learning to manipulate these structures with precision and ingenuity.

Venture deeper into the heart of computer science with an exploration of advanced data structures such as graphs, trees, and hash tables, each accompanied by practical examples and hands-on projects that translate theory into practice. Discover the elegance of algorithms with a comprehensive study that includes numerical algorithms, Big O Notation, sorting and searching techniques, and beyond. Unravel the complexities of recursion, backtracking, balanced trees, decision trees, and network algorithms, gaining insights that will empower you to tackle real-world data problems.

This course is meticulously designed to not only impart theoretical knowledge but to foster practical skills through extensive coding exercises, project work, and problem-solving sessions. You'll learn how to apply these concepts to preprocessing, modeling, and transforming data, ensuring you're well-equipped to design solutions that are not just functional but also optimal and scalable.

By the end of your journey with 'Data Structures and Algorithms: From Zero to Hero,' you will have mastered the critical tools and techniques needed to thrive in the ever-evolving landscape of technology. You'll emerge with the confidence to apply your knowledge in diverse scenarios, from software development to system design, making you a valuable asset in the tech industry.

What you'll achieve:

  • Master core and advanced data structures: Arrays, Linked Lists, Trees, Graphs, Hash Tables, and more.

  • Decode the complexities of algorithms, including sorting, searching, recursion, and backtracking.

  • Navigate through computational efficiency with a deep understanding of Big O Notation.

  • Harness the power of numerical, network, and decision tree algorithms for real-world applications.

  • Develop hands-on experience with coding exercises, projects, and algorithmic challenges.

  • Learn to structure code for readability, maintainability, and scalability.

Enroll in 'Data Structures and Algorithms: From Zero to Hero' to unlock your potential and embark on a transformative journey into the realm of computer science. This course is your key to becoming a proficient programmer, capable of solving the most daunting challenges with ease and elegance.

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Yêu cầu

Nội dung khoá học

14 sections

Welcome

2 lectures
Introduction
02:57
Welcome Message
01:13

Getting started with this course

12 lectures
Introduction
03:54
Understanding Big O Notation & Typical Runtime Functions
11:36
Learn About Comparing Runtime Functions & P And NP
09:28
Learn About Random Numbers & Linear Congruential Generators
07:20
Understanding Randomizing Arrays
08:15
Understanding GCD & LCM
07:34
Understanding Prime Factorization
07:39
Learn About Finding Primes & Testing Primality
07:07
Understanding Numerical Integration
05:09
Understanding Singly Linked Lists
09:08
Learn About Sorted Linked Lists & Sorting With Linked Lists
07:28
Understanding Doubly Linked Lists
03:50

Learn and Understand Arrays

3 lectures
Understanding One-Dimensional Arrays
05:08
Understanding Triangular Arrays
07:28
Understanding Sparse Arrays
08:44

Learn and Understand Stacks & Queues

2 lectures
Learn About Stacks & Stack Algorithms
05:56
Learn About Double Stacks & Queues
07:55

Learn About Sorting Algorithms

8 lectures
Sorting Algorithms & Insertionsort
09:28
Learning Selectionsort
04:45
Learning Quicksort
13:32
Learning Heapsort
17:13
Learning Mergesort
07:33
Learning Bubblesort
09:06
Learning Countingsort
08:18
Section Summary
02:49

Learn and Understand Searching Algorithms

2 lectures
Understanding Linear Search & Binary Search
07:23
Learning Interpolation Search
05:26

Learn and Understand Hash Tables

4 lectures
Learn About Hash Tables
04:31
Understanding Chaining
05:22
Learn About Open Addressing - Basics & Linear Probing
12:11
Learn About Open Addressing - Quadratic Probing & Double Hashing
10:15

Learn and Understand Recursion

5 lectures
Understanding Recursion Basics & Fibonacci Numbers
11:42
Understanding Tower Of Hanoi & Koch Curves
10:37
Understanding Hilbert Curves & Gaskets
09:22
Understanding Fixing Fibonacci & Selections
11:38
Understanding Permutations
04:11

Learn and Understand Backtracking Algorithms

3 lectures
Introduction
06:02
Learning the Eight Queens Problem
13:48
Learning the Knights Tour
04:19

Learn and Understand Trees

4 lectures
Learning Tree Terms & Binary Tree Properties
11:29
Learn About Traversals - Preorder & Postorder
06:49
Learn About Traversals - Inorder & Breadth-First
05:42
Learn About Building Sorted Trees & Editing Sorted Trees
08:29

Learn and Understand Balanced Trees

3 lectures
Introduction
04:02
Learn About B-Tree Basics & Adding Items
12:32
Learn How to Remove Items
04:15

Learn and Understand Decision Trees

2 lectures
Learn About Definition & Exhaustive Search
12:01
Learn About Branch And Bound & Heuristics
16:01

Learn and Understand Network Algorithms

4 lectures
Learning Network Terminology & Network Classes
08:22
Learning Depth-First Traversal & Breadth-First Traversal
08:01
Learn About Spanning Trees
08:07
Learn About Shortest Paths
16:06

Course Material & Source Code

2 lectures
Course Material
00:01
Thank You
00:04

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