Data Structures Professional Certification Course
Course Name - Data Structures Professional Certification Course
This comprehensive Data Structures course will take you through the fundamentals of data structures.
Course Overview
The Data Structures Professional Certification Course is a well-structured course designed to provide a solid understanding of data structures, starting from foundational concepts to advanced techniques. It explores essential data structures like arrays, linked lists, stacks, queues, and trees, progressing to complex topics like graphs, heaps, dynamic programming, and advanced hashing. This course emphasizes real-world applications, algorithmic efficiency, and problem-solving skills, making it ideal for learners aiming to enhance their programming expertise and prepare for competitive coding or technical roles.
Course Type
Entry to Advanced Level
Course Objectives
– Understand the core principles and types of data structures.
– Develop proficiency in implementing and manipulating various data structures such as arrays, linked lists, trees, and graphs.
– Analyze algorithmic efficiency with time and space complexity.
– Master searching, sorting, dynamic programming, and graph algorithms for practical applications.
– Solve real-world problems using data structures in fields like databases, networking, and AI.
What You'll Learn?
– The fundamentals of data structures, their types, and real-world importance.
– Hands-on implementation of basic structures like arrays, stacks, and queues.
– Advanced topics such as heaps, graphs, dynamic programming, and tree variants.
– Searching and sorting algorithms with an emphasis on efficiency and optimization.
– Application of data structures in complex scenarios such as shortest path problems, database indexing, and AI search techniques.
– Best practices for data structure optimization, including space-time trade-offs.
Duration
120–150 hours, including theoretical instruction, hands-on coding, and problem-solving sessions.
Requirements
– A laptop or desktop with any programming IDE installed (Python, Java, C++, etc.).
– Internet access for accessing materials and tools.
Prerequisites
– Basic programming knowledge in any language (Python, Java, or C++ preferred).
– Familiarity with mathematical concepts such as sets and functions (helpful but not mandatory).
Target Audience
– Students and beginners looking to understand and implement data structures.
– Software developers aiming to strengthen problem-solving and algorithmic skills.
– Competitive programmers preparing for coding challenges and technical interviews.
– Professionals in fields like machine learning, AI, and data science looking to optimize algorithmic efficiency.
– Anyone interested in learning how data structures power modern applications like databases and web servers.
Batch Details
Batch Start Date
Batch Timing
Batch End Date
Batch Days
Curriculum
– What are Data Structures?
– Importance and Applications of Data Structures
– Types of Data Structures (Linear, Non-linear)
– Introduction to Arrays
– Single-Dimensional Arrays
– Multi-Dimensional Arrays
– Basic Operations (Insertion, Deletion, Traversal)
– Introduction to Linked Lists
– Singly Linked Lists
– Doubly Linked Lists
– Circular Linked Lists
– Basic Operations (Insertion, Deletion, Traversal)
– Advantages and Disadvantages of Linked Lists
– Introduction to Stack Data Structure
– Stack Operations (Push, Pop, Peek)
– Stack Implementation (Array and Linked List)
– Applications of Stacks (Expression Evaluation, Backtracking)
– Introduction to Queue Data Structure
– Queue Operations (Enqueue, Dequeue, Front, Rear)
– Types of Queues (Simple Queue, Circular Queue, Priority Queue, Deque)
– Queue Implementation (Array and Linked List)
– Applications of Queues (Scheduling, Buffering)
– What is Recursion?
– Recursive Algorithms
– Recursion vs Iteration
– Applications (Factorials, Fibonacci, Towers of Hanoi)
– Introduction to Trees
– Binary Trees, Binary Search Trees (BST)
– Tree Traversal (Inorder, Preorder, Postorder)
– AVL Trees (Balanced Trees)
– Tree Operations (Insertion, Deletion, Searching)
– Introduction to Heap Data Structure
– Max Heap and Min Heap
– Heap Operations (Insert, Delete, Extract Max/Min)
– Heap Applications (Priority Queue, Heap Sort)
– Introduction to Hashing
– Hash Functions and Hash Tables
– Collision Resolution Techniques (Chaining, Open Addressing)
– Applications of Hashing (Databases, Caching)
– Searching Algorithms (Linear Search, Binary Search)
– Sorting Algorithms (Bubble Sort, Selection Sort, Insertion Sort, Merge Sort, Quick Sort, Heap Sort)
– Time Complexity of Sorting Algorithms (Best, Worst, and Average Cases)
– Introduction to Graphs (Directed, Undirected)
– Graph Representation (Adjacency Matrix, Adjacency List)
– Graph Traversal Algorithms (Breadth-First Search (BFS), Depth-First Search (DFS))
– Graph Algorithms (Dijkstra’s Algorithm, Kruskal’s Algorithm, Prim’s Algorithm)
– Applications of Graphs (Social Networks, Shortest Path Problems)
– B-Trees, B+ Trees
– Red-Black Trees
– Splay Trees
– Trie (Prefix Trees)
– Applications (Databases, File Systems)
– Introduction to Dynamic Programming
– Memoization and Tabulation
– Classic Dynamic Programming Problems (Knapsack, Longest Common Subsequence, Matrix Chain Multiplication)
– Introduction to Greedy Algorithms
– Classic Greedy Problems (Huffman Coding, Fractional Knapsack, Job Sequencing)
– Perfect Hashing
– Double Hashing
– Cryptographic Hash Functions (SHA, MD5)
– Space and Time Complexity Analysis
– Amortized Analysis (Applications to Stack, Queue, Dynamic Arrays)
– Cache-Friendly Data Structures
– Real-World Applications (Databases, Web Servers, Memory Management)
– Data Structures in Algorithms (Graph Algorithms, Network Routing, AI Search Techniques)
FAQ
Tech Learniversity stands as a premier e-learning platform, offering live, interactive online training across a wide range of subjects, including Data Science, Cybersecurity, Business Intelligence, and more. Our affordable and accessible learning solutions serve a global audience, creating a vast community of learners from the US, India, the UK, Canada, and beyond.
Below are the services offered by Tech Learniversity.
1. Online Training Courses
2. Corporate Training
3. Online Institute Training
4. Online College Training
5. Online School Training
6. Online Customized 1 to 1 Training Courses
7. Online Customized Group Training Courses
8. Online Professional Internship Program
9. Online Interview Preparation Training
10.Online Customized Project Preparation
Why Choose Us
- Live Instructor Led Training
- In-depth Industry Ready Training
- Live Projects
- Watch recorded Video for Online and Offline Viewing
- Internship Program
- Letter of Recommendation (LOR)
- Real time working experience
- Job Interview Preparation
- Customized 1 to 1 Training
- Customized Group Training
- Referral Bonus
- Freelance Work
- Community for Discussion
- Superfast Support
All the Tech Learniversity course available on our website are live Instructor led training.
Play Store: Tech Learniversity link: https://play.google.com/store/apps/details?id=co.lily.zustc
IOS Store: My Institute link: https://apps.apple.com/in/app/my-institute/id1472483563
How to Login to IOS App (My Institute)
We do not provide EMI facility but you can convert through Credit Card or any other method as per availability.
We will provide placement assistance after the completion of the course in coming months.
Classes will be conducted on Zoom app and link will be shared via e-mail. We will be sending you the instructions on how to attend the live class in your mobile, laptop or desktop once you enroll in any of our courses.
Yes, you can watch recordings in the mobile app or by visiting our web version with your login credentials. You will find the recording in your purchased course section after you login. We will be sending you the instructions on how to view the recorded live class in your mobile, tablet, laptop or desktop.
Yes, you will get Completion Certification after completion of the course.
Tech Learniversity is ISO Certified (ISO 9001:2015) firm which has good value in corporate world. Certificate Number is 305022111717Q.