Dynamic Programming Algorithms for Coding Interview
Mastering Dynamic Programming: Your Path to Effortless Problem Solving in Coding Interviews
Development,Programming Languages
Lectures -88
Duration -30 hours
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Course Description
Are you ready to conquer dynamic programming and stand out in coding interviews? This comprehensive course is designed to equip you with the skills and strategies needed to excel in solving dynamic programming problems during technical interviews.
Dynamic programming is a fundamental technique that separates average coders from exceptional problem solvers. In this course, you'll delve into the world of dynamic programming algorithms, unraveling complex problems by breaking them down into manageable subproblems and optimizing solutions through reusability.
Course Highlights:
Foundation Building: Understand the core concepts of dynamic programming, learning to identify problems that can be solved using this technique and grasp the underlying principles.
Problem Classification: Explore a wide range of classic dynamic programming problems, including Fibonacci sequence, longest common subsequence, knapsack, coin change, and more. Learn to classify problems based on their characteristics for effective problem-solving strategies.
Optimization Strategies: Dive into the art of optimizing solutions, discovering techniques such as memoization and tabulation. Uncover the pros and cons of each approach and determine when to use them.
Step-by-Step Guidance: Through hands-on examples and walkthroughs, learn how to apply dynamic programming to various problem scenarios. Follow step-by-step explanations to transform complex problems into simple subproblems.
Real-World Applications: Explore how dynamic programming is used in real-world scenarios, such as optimizing resource allocation, efficient sequence alignment, and network routing.
Problem Solving Framework: Develop a systematic problem-solving framework for dynamic programming, encompassing problem understanding, recurrence formulation, base case identification, and solution construction.
Algorithmic Insight: Gain a deeper understanding of algorithmic strategies by analyzing time and space complexities. Learn to strike the right balance between efficiency and simplicity.
Interview-Ready Practice: Acquire practical experience by solving a variety of dynamic programming problems similar to those encountered in coding interviews. Strengthen your ability to communicate your thought process and solutions effectively.
Case Studies: Study real coding interview scenarios where dynamic programming shines. Examine successful approaches to tackle challenging questions posed by top tech companies.
Lifetime Skills: Beyond interviews, the problem-solving skills you'll acquire in this course will serve you in competitive programming, software development, and any context that demands efficient algorithmic thinking.
Embark on this journey to master dynamic programming and elevate your coding interview performance. Whether you're a beginner seeking to understand the fundamentals or an experienced programmer aiming to refine your techniques, this course will equip you with the tools to confidently tackle dynamic programming problems and emerge victorious in coding interviews. Enroll now and transform complex problems into your stepping stones to success!
Goals
- Unravel the art of dynamic programming and amplify your coding interview prowess with our comprehensive course. Dive into the world of algorithmic problem solving, where complex challenges are dissected into solvable components using dynamic programming techniques. From classic conundrums like Fibonacci sequences and knapsack problems to advanced conceptions like longest common subsequences and optimal matrix multiplication, this course empowers you to demystify problems, optimize solutions, and emerge as a dynamic programming virtuoso. Elevate your problem-solving capabilities, master the strategies, and set your trajectory towards interview success.
Prerequisites
- Basic programming skills in a language of your choice (e.g., Python, Java) and familiarity with elementary algorithms and data structures.
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Curriculum
Check out the detailed breakdown of what’s inside the course
Introduction
1 Lectures
-
Introduction 00:42 00:42
0/1 Knapsack
3 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Target Sum
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Count of Subset Sum
3 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Minimum Sum Partition
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Minimum Number of Refueling Stops
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Partition Equal Subset Sum
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Count Square Submatrices with All Ones
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Unbounded Knapsack
3 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Maximum Ribbon Cut
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Rod Cutting
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Coin Change
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Coin Change II
3 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Fibonacci Number
3 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Climbing Stairs
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Decode Ways
3 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
House Robber
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Number Factor
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Count Ways to Score in a Game
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Unique Paths to Goal
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Nth Tribonacci Number
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
The Catalan Numbers
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Minimum jumps to reach the End
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Minimum Jumps with fee
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Matrix Chain Multiplication
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Longest Common Substring
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Long Common Subsequence
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Shortest Common Supersequence
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Minimum Number of Deletions and Insertions
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Edit Distance
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Longest Repeating Subsequence
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Distinct Subsequence Pattern Matching
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Interleaving String
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Longest Increasing Subsequence
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Number of Longest Increasing Subsequence
1 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Minimum Deletions to Make a String Stored
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Longest Bitonic Subsequence
1 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Longest Alternating Subsequence
1 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Building Bridges
1 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Longest Palindromic Subsequence
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Minimum Deletions to Make a String Palindrome
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Longest Palindromic Substring
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Count ogf Palindromic Substrings
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Palindrome Partitioning
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Instructor Details
![Md A Barik](https://www.tutorialspoint.com/assets/profiles/583055/profile/200_240933-1692591425.jpg)
Md A Barik
Hi! My name is Md. A. Barik
I'm a Self Taught Programmer with a great passion. I'm programming from the age of just 16 years. I have always had a fascinations in computer and technology from early in life.
Having been a self taught programmer, I understood that there is an overwhelming number of online courses, tutorials and books that are overly verbose and inadequate at teaching proper skills. Most people feel paralyzed and don't know where to start when learning a complex subject matter, or even worse, most people don't have $20,000 to spend on a coding bootcamp. Programming skills should be affordable and open to all. An education material should teach real life skills that are current and they should not waste a student's valuable time. I have learned an important lessons from my programming career. I'm trying to teach others valuable programming skills in order to take control of their life and work in an exciting company with infinite possibilities.
I promises that there are very few courses out there as comprehensive and as well explained.
See you inside the courses!
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