10 Best Data Structures and Algorithms Courses [2024]
Sep 05, 2024 5 Min Read 13061 Views
(Last Updated)
For every aspiring software developer, getting a job in a product-based company is a dream come true. You can also get one. Yes, you heard it right! You can also become an SDE and get a handsome salary by following a few steps. DSA is a very important concept that has to be covered in these steps. As we all know Data Structures and Algorithms play an important role in software development, and you should be well aware of it.
DSA is the basic fundamental or building block of software development. Also, in most coding interviews, DSA is asked very frequently. You can build the most optimized solution if you’re good at DSA. The best way to learn is by reading through the best course on DSA. In this blog, we’ll be going through some of the best courses which you must definitely know.
These DSA courses cover all the basics to advanced concepts which could be used while implementing an application. Without much ado, let’s explore some of the best Data Structure and Algorithms courses.
Table of contents
- What is DSA?
- 10 Best Courses on Data Structure and Algorithms
- Data Structures and Algorithms
- Learning Data Structures and Algorithms
- Algorithms and Data Structures by Coursera
- Data Structures and Algorithms Python – The Complete Bootcamp
- Data Structures and Algorithms Nanodegree Certification (Udacity)
- Free Algorithms Course by IIT Bombay (edX)
- Data Structures and Algorithms (NPTEL)
- Algorithms and Data Structures – Part 1
- Algorithms and Data Structures in Python (INTERVIEW Q&A)
- From 0 to 1: Data Structures & Algorithms in Java
- Wrap Up
- FAQs
- Q1. Can I learn DSA in 3 months?
- Q2. Where can I learn DSA for free?
- Q3. Which language is best for DSA?
What is DSA?
Data Structure and Algorithms, referred to as DSA, is the building block of software development. The best advantage is you can use DSA in any programming language. This is applied to bring an optimized solution, in problem-solving, and enables developers to write efficient code. Also, it helps you to work on memory and time optimization.
Every company, be it product-based or service-based conducts technical interviews in which asking DSA-based questions is mandatory so as to check the problem-solving ability of an individual. The more good a person is in DSA, the higher the chances of cracking the coding interviews.
10 Best Courses on Data Structure and Algorithms
Learning DSA helps you in various ways if you’re preparing to become a software developer. Without DSA, software development can’t be imagined. So, now that DSA is an important concept to be covered, let’s explore a few best courses on DSA:
1. Data Structures and Algorithms
This self-paced course offered by GUVI is a must-watch course for upskilling with essential skills. In this course, you’ll get an in-depth knowledge of DSA concepts so that you could implement those in real-time projects. Concepts like time and space complexity, searching and sorting, linked list, stack, queue, tree, and advanced-level like a heap, Dijkstra Algorithm, Kruskal’s Algorithm, and Prim’s Algorithm are very well explained here.
You also get a quiz at the end of each concept to test your knowledge of it. This course is available to you at a pocket-friendly price and you can learn at your own comfort. At the completion of this course, you’ll get a certificate which is issued by an IIT-M incubated company – GUVI.
This course has been divided into 4 modules –
- Beginner Module
- Intermediate Module
- Advanced Module
- Expert Module
If you’re someone who’s more interested in reading, rather than watching videos, you can check out the Best DSA Roadmap Beginners Should Know 2024 which has covered all the basics to advanced-level concepts of DSA.
2. Learning Data Structures and Algorithms
The next best course on DSA is Learning Data Structures and Algorithms by Udemy which is considered the most-rated course. In this course, you’ll get an idea of analyzing and implementing common algorithms used in projects. No matter whether you’re a beginner or an experienced person, this course is for everyone who’s curious to learn DSA.
This course covers complexity theory, numerical algorithms, linked lists, stacks, queues, backtracking algorithms, and trees. Along with the video tutorials, you’ll also get text-based content to keep up with the pace. This course has 8 hours of on-demand video, 1 article, and downloadable resource, and has lifetime access to the course.
Topics Covered in this Course:
- Complexity Theory
- Numerical Algorithms
- Linked Lists
- Arrays
- Stacks and Queues
- Sorting
- Searching
- Hash Tables
- Recursion
- Backtracking Algorithms
- Trees
- Balanced Trees
- Decision Trees
- Network Algorithms
3. Algorithms and Data Structures by Coursera
Another best course on DSA is Algorithms and Data Structures by Coursera which helps you to master a skill. This course comes with a self-paced learning method where you can learn the concepts at your own comfort. This course is specifically meant for intermediate levels who have a basic knowledge of at least one programming language (C++, Python, Java) and also a basic understanding of DSA concepts.
You’ll require at least 8 months to cover this course. You also have a hands-on project where you can build projects after learning the concepts. This is a specialization course that consists of 6 other courses which are –
- Algorithmic Toolbox
- Data Structures
- Algorithms on Graphs
- Algorithms on Strings
- Advanced Algorithms and Complexity
- Genome Assembly Programming Challenge
4. Data Structures and Algorithms Python – The Complete Bootcamp
Again comes this best course on DSA – Data Structures and Algorithms Python – The Complete Bootcamp offered by Udemy. You need to have a basic understanding of Python before beginning this course. This course is purely made for beginners and covers each and every important topic through concept, visualization, and implementation. It is a step-by-step move to your DSA journey.
It is 20 hours on-demand video-based course which has 15 articles and 2 downloadable resources. You’ll also get a certificate of completion once you finish this course. You’ll also get interview questions along with this course which will make you interview-ready.
This course includes –
- Big O Notation
- Array
- Linked Lists
- Stack and Queue
- Hash Tables
- Trees
- Heaps
- Trie
- Graph
- Searching
- Sorting
5. Data Structures and Algorithms Nanodegree Certification (Udacity)
This course on DSA provided by Udacity is a complete DSA course made for individuals who have a basic knowledge of DSA. This course is mentored by dedicated mentors which can help you to prepare for interviews and job scenarios. It has hands-on practice with over 80 data structures and algorithms. You need to have basic knowledge of Python.
By the end of each course, you would be able to evaluate and assess different data structures and algorithms for any open-ended problem and implement a solution based on your design choices. This course consists of 4 months duration and can be learned at your own pace.
The course content includes –
- Data Structures
- Basic Algorithms
- Advanced Algorithms
6. Free Algorithms Course by IIT Bombay (edX)
Another best course on DSA is the Free Algorithms Course by IIT Bombay on edX. This course is specially designed by expert academic members from the reputed IIT Bombay’s Department of Computer Science and Engineering. It’s part of the Fundamentals of Computer Science XSeries Program at IIT Bombay, and through this course, you’ll learn how to structure the solution and use algorithms to solve real-world problems.
You’ll need to have basic knowledge of DSA before starting this course. It is a 6-week duration course if you read at least 6-8 hours daily. Let’s look at the course content –
- Sorting algorithms such as quick sort and merge sort
- Searching algorithms
- Median finding
- Order statistics
- Geometric algorithms like Polynomial Multiplication
- String algorithms
- Numerical algorithms
- Matrix Operations, GCD, Pattern Matching, Subsequences, Sweep, and Convex Hull
- Graph algorithms like shortest path and spanning tree
7. Data Structures and Algorithms (NPTEL)
The Data Structures and Algorithms course by NPTEL is again an outstanding course mentored by an IIT professor. In this course, he explains all the concepts of DSA very well that you could easily crack interviews. This is a paid course which can be covered in 1.5 months. You also get the option to download the videos as per your comfort.
This course content includes –
- Introduction to object-oriented programming through stacks, queues, and linked lists
- Dictionaries: skip-lists, hashing, analysis of collision
- Resolution techniques
- Trees, traversals, binary search trees, optimal and
- average BST’s
- trees and red-black trees
- Tries and pattern matching. Priority queues and binary
- heaps
- Sorting: merge, quick, radix, selection, heap
- Introduction to Graphs, Breadth-first search, and connected components
- Depth-first search in directed and undirected graphs and strongly connected components
- Spanning trees: Prim’s and Kruskal’s algorithm, union-find
- Dijkstra’s algorithm for the shortest path. shortest path tree
- Shortest and longest paths in directed acyclic graphs
8. Algorithms and Data Structures – Part 1
Pluralsight gives you the best course on DSA- Algorithms and Data Structures which covers all the DSA-based concepts very well. This course is meant for intermediate professionals who have basic knowledge of DSA. We will discuss the trade-offs involved with choosing each data structure, along with traversal, retrieval, and update algorithms.
This is part 1 of a two-part series of courses covering algorithms and data structures. In this part, we cover linked lists, stacks, queues, binary trees, and hash tables. You also get to practice and apply knowledge faster in real-world scenarios with projects and interactive courses.
Course content includes –
- Linked list
- Stack
- Queue
- Binary Trees
- Hash Tables
9. Algorithms and Data Structures in Python (INTERVIEW Q&A)
This course Algorithms and Data Structures in Python (INTERVIEW Q&A) is all about data structure, algorithms, and graphs. You need to have a basic understanding of Python in order to get an in-depth understanding of this course. Concepts of DSA are briefly explained here with Python examples.
This course is a complete guide to implementing data structures, graph algorithms, and sorting algorithms from scratch with interview questions! It consists of 23.5 hours of on-demand video, 27 articles, and 19 downloadable resources, 4 coding exercises. Also, you’ll get a course completion certificate which adds value to your resume.
This course content includes:
- Data Structures – Arrays
- Linked List
- Stacks
- Queues
- Binary Search Trees
- AVL Trees
- Heaps
- Graph Algorithms
- Interview Questions
10. From 0 to 1: Data Structures & Algorithms in Java
This course From 0 to 1: Data Structures & Algorithms in Java by Udemy is an animated, visual, and spatial way to learn data structures and algorithms. If you’re a beginner, you need to have basic knowledge of DSA before starting this course. This course adds value to your learning and your chance of getting hired by big tech companies increases.
It has 15 hours of on-demand video, and 116 downloadable resources and also you get full-time access to this course.
Course content includes:
- DSA- A Symbiotic Relationship
- Complexity Analysis and Big-O Notation
- Linked Lists
- Stacks and Queues
- Sorting and Searching
- Binary Trees
- Binary Search Trees
- Binary Tree Problems
- Heaps
- Graphs
- Shortest Path Algorithms
- Graph Problems
Wrap Up
These courses mentioned above are the most demanded and highly-rated courses in which beginners and experienced ones choose to learn DSA. Since DSA plays a very vital role in software development and every second person wants to become one, therefore these courses on DSA pave the way to becoming a software developer. Depending on the course duration and the contents covered in it, you can choose the best course as per your requirements.
FAQs
Q1. Can I learn DSA in 3 months?
Ans1. If you’re a beginner and want to learn DSA in-depth, you need to spend maximum time. Daily practicing DSA for 7-8 hours for almost 3 months can help you in clearing concepts. Also, you need to have a habit of practicing DSA-based questions daily to crack interviews.
Q2. Where can I learn DSA for free?
Ans2. Although, there are various courses on DSA that are free and considered the best ones. Still, many consider Data Structure and Algorithms course offered by Google as the best DSA course for free. It is the most trusted course by developers and professionals.
Q3. Which language is best for DSA?
Ans3. According to several reports, the best programming languages for learning DSA are:
1. Python
2. Java
3. C++
You can choose a programming language as per your preference and in which language you’re comfortable. All of the programming languages mentioned above are best for DSA.
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