Become a coding warrior. Master the fundamentals of Arrays, Linked Lists, Stacks, Queues, Trees, Graphs, Recursion, Heaps, Hashing and Sorting
Duration : 6 months Classes : 36 Days : Weekdays / Weekends
The Core Foundation of Elite Coding Data Structures and Algorithms (DSA) are the indispensable backbone of efficient software engineering. Mastering DSA is not just about passing coding interviews; it's about learning to write programs that run faster, consume less memory, and scale reliably - skills that define the best engineers at top tech companies. Our intensive DSA training moves beyond simple definitions to focus on performance analysis (Big O notation) and practical application. This course provides the conceptual framework needed to solve complex computational problems, transforming you from a novice coder into a capable problem solver ready for challenging technical roles.
Hands-On Mastery of Essential Techniques This program emphasizes deep, hands-on application of critical data structures, including Arrays, Linked Lists, Stacks, Queues, Hash Tables, Trees (BSTs, Heaps), and Graphs. You will master essential algorithms such as searching (Binary Search), sorting (Merge Sort, Quick Sort), recursion, and dynamic programming. We use a language-agnostic approach focusing on the underlying logic, allowing you to implement solutions in any preferred language (Python, Java, C++). Through guided problem-solving sessions and whiteboard practice, you will develop the algorithmic thinking necessary to optimize code and dramatically improve system efficiency.
Your Pathway to Top-Tier Interviews A strong grasp of DSA is the most significant differentiator in the job market, serving as the primary filter for positions at major technology firms (FAANG and others). This course is specifically structured to not only teach the concepts but also to prepare you for the pressure of technical interviews. We cover commonly tested problem patterns and teach techniques for articulating your thought process clearly and efficiently. By completing this training, you will be equipped with the confidence and technical ammunition to ace challenging coding interviews and unlock your career potential in high-impact software development roles.
Target Audience:-
- Coding Interview Candidates
- Junior Software Engineers
- Computer Science Students
- Developers Transitioning to Back-End/Performance
Learning Outcomes:-
- Analyze Algorithm Performance
- Implement Core Data Structures
- Master Graph Algorithms
- Apply Sorting and Searching
- Solve Recursive Problems
- Tackle Interview Problems
Course Format:-
✔ The course shall be delivered through a combination of lectures, interactive discussions & case studies
✔ Participants are exposed to practical exercises and new-age projects, where they learn by doing
✔ Participants shall have access to online resources, including reading materials, videos & business simulations
✔ Students shall receive all the study material
✔ Guest speakers from the industry may be invited to share insights and experiences
✔ Regular assessments and quizzes will be conducted to reinforce learning
✔ This is a Classroom only training
✔ Corporates: We understand your specific needs and goals. Contact us for customizations to this training
Trainers:-
✔ Equipped with multidisciplinary backgrounds
✔ Experts from the field of Maths, Financial Markets, AIML, Data Science & Management
✔ Each with over 25+ years of International experience working in EU / US / Australia
✔ All our trainers are Highly Qualified and Certified, in their respective subject areas
This syllabus provides a structured, module-by-module breakdown of this comprehensive training program focused on participants overall performance, retention, and engagement, covering foundational theory, implementation, best industry practices and advanced techniques in the subject.
Module 1: Introduction to DSA
✔ Importance of data structures and algorithms
✔ Time and space complexity analysis
✔ Big O notation and performance trade-offs
Module 2: Arrays & Strings
✔ Array operations and traversal
✔ Searching, sorting, and rotation problems
✔ String manipulation and pattern matching
✔ Sliding window and two-pointer techniques
Module 3: Linked Lists
✔ Singly, doubly, and circular linked lists
✔ Insertion, deletion, reversal
✔ Detecting cycles and intersection points
Module 4: Stacks & Queues
✔ Stack operations and applications (e.g., expression evaluation)
✔ Queue types: simple, circular, deque, priority queue
✔ Implementation using arrays and linked lists
Module 5: Trees
✔ Binary trees, BSTs, and balanced trees
✔ Tree traversals: inorder, preorder, postorder, level-order
✔ Tree construction and manipulation
✔ Heaps and heap-based algorithms
Module 6: Graphs
✔ Graph representations: adjacency list/matrix
✔ BFS, DFS, and topological sorting
✔ Shortest path algorithms (Dijkstra, Bellman-Ford)
✔ Minimum spanning trees (Prim's, Kruskal's)
Module 7: Recursion & Backtracking
✔ Recursive problem-solving strategies
✔ Backtracking for puzzles and combinatorics
✔ Memoization and dynamic recursion
Module 8: Dynamic Programming
✔ Understanding overlapping subproblems
✔ Tabulation vs memoization
✔ Classic DP problems (knapsack, LIS, LCS, matrix paths)
Module 9: Searching & Sorting Algorithms
✔ Linear and binary search
✔ Bubble, selection, insertion, merge, quick, and radix sort
✔ Stability and efficiency comparisons
Module 10: Hashing & Maps
✔ Hash tables and collision resolution
✔ Frequency counting and grouping problems
✔ Applications in caching and indexing
Module 11: Interview Prep & Capstone
✔ Problem-solving strategies and mock interviews
✔ Real-world coding challenges
Student Reviews
Bhawana
Fabulous NLP + ML course
I have eleven plus years of experience taking training courses. I do not usually complete surveys.
Your instructor was excellent, the best I've experienced on a software subject, and I couldn't imagine him doing a better job of seamlessly walking students through a breadth of information for such complex subject like AI and ML. he did a fabulous job pacing everything and addressing student questions. I am very impressed.
Harish
Excellent ML course!
The course was well structured and easy to understand. Good pace of learning.
The institute believes to provide knowledge as well as guidance in detail to each & every student.
I completed my ML course from the institute. Their international exp does help a lot !
Thanks for the training sir.