CG数据库 >> Data Structures and Algorithms (with C# code in GitHub)

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Genre: eLearning | Language: English + .VTT | Duration: 6.5 hour | Size: 1.53 GB

Search, Sort, Binary Heaps, Binary Trees, Nary Trees (paired with C# implementations in an open source GitHub repo)

What you'll learn

Sort algorithms (bubble, insertion, selection, quick, merge, heap, radix), Search algorithms (linear, hash-table, binary, ternary, jump, exponential, fibonacci), Binary Search Trees, AVL trees, Red-Black trees, B-Trees, B+Trees, Min Binary Heap, Max Binary Heap, Min-Max Binary Heap

Requirements

Some familiarity with basics in computer science may be useful but is not a must

Description

This course teaches a comprehensive list of basic and advanced data structures and algorithms, an essential topic of coding interviews at tech companies.

The course is paired with a C# GitHub open source project (username: PiJei, repository name: AlgorithmsAndDataStructures) where each algorithm is tagged with its space and time complexities (Big O), and tested for correctness with the exact same examples used in this course.

If you are a developer or a graduate student who is preparing for coding interviews at large tech firms as Google, Amazon, Facebook, Apple, Microsoft, or smaller high tech companies, you have landed in the right place. By attending this course you will learn the essential and complex data structures and algorithms, once and for all.

Some algorithms are taught over a medium size example such that the algorithm repeats itself several times until it is no longer complex and rather easily understood.

You are expected to maintain the knowledge gained via this course for a very long period of time. This is because this course makes heavy usage of animations , examples, and repetitions, which are the keys for deeply learning new topics.

The course has 45 lectures (~ 400 minutes) covering the following topics:

Search Algorithms:

Linear Search

Hash-Table Search

Jump Search

Exponential Search

Fibonacci Search

Binary Search

Ternary Search

Interpolation Search

Sort Algorithms:

Bubble Sort

Insertion Sort

Selection Sort

Quick Sort

Merge Sort

Radix Sort

Heap Sort

Binary Heaps:

Min Binary Heap

Max Binary Heap

Min-Max Binary Heap

With these operations:

Build

Insert

Delete

Binary Trees:

Binary Search Tree

AVL Tree

RedBlack Tree

With these operations:

Insert

Delete

Nary Trees:

B Tree

B+ Tree

With these operations:

a. Insert

b. Delete

Who this course is for:

Anyone preparing for coding interviews at GAFAM, or high tech firms

Students of computer science/engineering


Data Structures and Algorithms (with C# code in GitHub)的图片1
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发布日期: 2019-09-12