6 Best Dynamic Programming Courses for Coding Interviews
Hello guys, if you are preparing for a coding interview but struggling to solve Dynamic programing based coding problems and looking for the best resource to improve your Dynamic programming skill then you have come to the right place.
Earlier, I have shared the best DSA courses, best coding interview courses?and best Recursion courses,??as well as popular??Dynamic programming problems from interviews, and today I am going to share the best online courses to learn Dynamic programming in depth.?
Dynamic programming simply means that plain recursion can be optimized when there are repeated calls for some inputs.
This means that the results of the smaller subproblems in a recursion can be stored so that there is no need to re-compute them again. This optimization will dramatically reduce the time complexities of a program.?
This optimization of the subproblems will result in the optimization of the problem and is called optimal substructure property.
The main point to remember here is that dynamic programming can be used to solve optimization problems, for example, when we are trying to find the minimum or maximum solution of a problem.
Dynamic Programming can also be simply defined as the technique for solving a complex problem by first breaking it down into a collection of simpler subproblems, solving each subproblem just once, and then storing their solutions to avoid repeated calculations.??
By the way, if you are preparing for coding interviews then you can also checkout courses like Master the Coding Interview: Data Structures + Algorithms and Grokking the Coding Interview: Patterns for Coding Questions on DesignGuru.io for a more thorough and organized preparation. These courses are highly recommended for coding interview prep.
6 Best Dynamic Programming Courses for Beginners to Learn in 2024
Now, let's checkout the best online courses to master Dynamic programming for coding interviews. We have done the hard work for you and compiled a list of the best dynamic programming courses available on the internet.?
These best Dynamic programming courses are very good for coding interviews and I highly recommend you to improve your dynamic programming skill before the interview.?
You will always find one question from Dynamic programming and backtracking on interviews. These are also the best Dynamic programming courses from sites like Udemy, Pluralsight, and Coursera. Check out the list below.
1. Dynamic Programming [Udemy]
This course on dynamic programming will teach you how to solve any dynamic programming problem by using either the memoization approach or the tabulation approach. You will begin the course by learning about the history and importance of dynamic programming.
You will follow that up by learning about the top-down approach of dynamic programming, also called memoization, before learning about the bottom-up approach of dynamic programming, called tabulation.?
Course Duration: 6 hours
Course Rating: 4.9 stars out of 5
Course Instructor: Inside Code
Course Price:? $14
When you purchase this course, you will get lifetime access to more than 6 hours of on-demand video lectures, 21 articles, and 13 downloadable educational resources. It also has a reminder session on recursion which is very important for solving dynamic programming problems.?
The creator of this course is Inside Code, which is a content creation society that creates well-structured digital content and courses on data structures.
Here is the link to join this course -?Dynamic Programming
2. Dynamic Programming, Greedy Algorithms [Coursera]
This is a course that covers all the techniques for designing algorithms like divide and conquer dynamic programming and greedy algorithms. It will introduce you to features like intractability and NP-completeness.
Course Duration: Approximately 38 hours
Course Instructor: Sriram Sankaranarayanan
Course Price: $32
You will also get a basic understanding of using linear or integer programming solvers for solving optimization problems.
Here is the link to join this course - Dynamic Programming, Greedy Algorithms
By the way, If you are planning to join multiple Coursera courses or specializations then consider taking Coursera Plus subscription which provides you unlimited access to their most popular courses, specialization, professional certificate, and guided projects. It cost around $399/year but is worth it.??
3. Master The Art of Dynamic Programming [Udemy]
This course will provide you with a platform for learning a step-by-step approach for solving any Dynamic programming problem. This is a hugely popular course on the Udemy platform with a 4.5-star rating and with more than 4,000 students enrolled.
The course contains detailed solutions with code in Java and Python for over 15 of the widely popular Dynamic Programming questions.
Course Duration: 5 hours
Course Rating: 4.5 stars out of 5
Course Instructor: Ajay Prakash
Course Price: $14
Once you purchase this course, you will get lifetime access to more than 4 hours of on-demand video lectures and 26 downloadable educational resources. You will learn about things like Recursion, Data Structures, and Algorithms.??
Here is the link to join this course -?Master The Art of Dynamic Programming?
This is a very interesting course and is slightly different from all the other courses on this list. In this course, you will learn how dynamic programming and Hidden Markov models can be used to compare genetic strings and uncover evolution.
In the first part of the course, you will see how a dynamic programming paradigm can be used for solving questions related to evolutionary histories.
Then, you will use the powerful Machine Learning Approach for finding relationships between less related areas like the rapidly mutating HIV genome.
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Course Duration: Approximately 4 weeks
Course Instructors: Pavel Pavzner and Phillip Compeau
Course Price: $150
In short, one of the best edX courses to learn about Dynamic Programming and its application in Machine Learning and Genomics.?
Here is the link to join this course - Dynamic Programming: Applications In Machine Learning and Genomics
5. Grokking Dynamic Programming Patterns? [Educative.io]
If you are looking for text-based, interactive course to learn Dynamic Programming then this course is for you. As the title suggests, this course will teach you all about the fundamentals of dynamic programming and take your coding to the next level.
You will learn about the different uses of dynamic programming, when to use it, and how it can create good algorithms for solving real-world issues. You will also learn how to compute a Fibonacci sequence and how to visualize it as an acyclic graph.?
Course Duration: 1 hour 25 minutes
Course Rating: 4.3 stars out of 5
Course Instructor: Educative.io
Course Price: $14.90 per month for an annual membership
The instructor of this course is an experienced software engineer with a strong academic background. This is also an AI powered course which means you can get AI's help if you stuck solving problem and it can also provide you feedback.
This course is also available in Java, Python and JavaScript, so you can choose the version based upon the programming language you love. Overall a great online course to learn Dynamic Programming fundamentals not just for coding interviews but also for your own knowledge and become a better programmer.?
Here is the link to join this course - Grokking Dynamic Programming Patterns?
By the way, you would need a Educative.io subscription to watch this course which costs around $14.90 per month but you can also watch this course for FREE by taking their 7-day free trial which is a great way to explore their 16000+ online courses on the latest technology.
This is the closest you will get to a Dynamic programming masterclass, especially on the Udemy platform. Here, you will learn all about Recursion, Memoization, and Tabulation.
Dynamic programming is believed to be one of the toughest topics in the programming world and the aim of this course is to simplify it and teach you the basics of this type of programming.
You will gain hands-on experience in the two most popular techniques of Dynamic programming, namely memoization and tabulation.
You will also learn the key differences between these two techniques, and also gain an understanding of where and how to use these.?
Once you purchase this course, you will get lifetime access to more than 5 hours of on-demand video lectures. 20 downloadable educational resources, and 2 coding exercises. The entire course is divided into 10 sections and 48 lectures.
Course Duration: 6 hours
Course Rating: 4.8 stars out of 5?
Course Instructor: Hadi Youness
Course Price: $14
The creator of this course is Hadi Youness, who is a Computer Engineering student at the Lebanese American University. He has a 4.9-star instructor rating on Udemy and has taught 50,000 students on the platform.?
Here is the link to join this course -?The Road to Dynamic Programming
Also, the course is available at a whopping 81% discount on Udemy right now. So what the hell are you waiting for? Go over there right now.
Frequently Asked Questions about Dynamic Programming
Now, let's see common questions programmers ask about Dynamic Programming and its usage, particularly when they first start with Dynamic programming.
1.?What is Dynamic Programming?
Dynamic programming simply means that plain recursion can be optimized when there are repeated calls for some inputs.?
2. Where is Dynamic Programming used??
Dynamic programming can be used for solving more complex problems easily. We can break the complex question into little subproblems.?
3. What are the advantages of Dynamic Programming??
The main advantage of dynamic programming is that it can obtain local and optimal solutions easily.?
By the way, if you are preparing for coding interviews then I also suggest you to join DesignGuru.io which have many Grokking courses to prepare for essential coding interview topics like OOP Design, System Design, Dynamic Programming etc and you can get access to all of their courses for a big discount by joining their All course bundle. You can also use code GURU to get 30% discount.
Conclusion
That's all about the best Dynamic programming courses for coding interviews. This list contains the best and most affordable Dynamic Programming courses available on the web right now. I am sure that these courses will turn you from a novice into an expert on Dynamic programming within a matter of days or weeks.
Other Useful Resources for Coding Interviews:
Thanks for reading this article so far. If you liked this list of the best Dynamic Programming online Courses, Training Classes, and Tutorials then feel free to share it with your friends and family. If you have any doubts or questions, drop a comment below and we will get back to you in the blink of an eye.
P. S. - If you need more practice, including dozens more Dynamic programming problems and solutions covering popular Dynamic programming patterns then you can also check out?Grokking Dynamic Programming Patterns?for Coding Interviews on Educative.?
It's an excellent, text-based interactive course to build your Dynamic programming skills. Educative as a platform is also a great resource for coding interviews and you can get all of their course access by just $14.9 per month. I highly recommend this to anyone preparing for programming job interviews.?
Senior Java Developer at Freelancer
3 个月If you are preparing for coding interviews and need more resources you can also checkout these best places to prepare for Coding interviews 1. Udemy - https://bit.ly/3QH8Y2R 2. ZTM Academy - https://bit.ly/3JOjH8v 3. Educative - https://bit.ly/3JOjH8v 4. CodeCademy - https://bit.ly/codecademyhome 5. DesignGuru - https://bit.ly/4cOygYF 6. AlgoMonster - https://shrsl.com/483tt 7. LeetCode - https://leetcode.com/