Master Data Structures & Algorithms (DSA) with AI-Driven Optimization Course in Citylight
Master algorithmic optimization, Big-O metrics execution, raw problem-solving logic, and AI-driven code efficiency profiling with 100% practical 1-on-1 mentorship.
Course Overview
Curriculum Roadmap
Module 1: Module 1: How to Measure Algorithm Efficiency + Arrays
- Setting up your coding environment: compiler, debugger, and memory profiling tools
- Building a simple companion webpage to display algorithm steps visually using HTML5
- Big-O, Big-Omega, and Big-Theta notation: how to calculate best, worst, and average-case performance of any algorithm
- Array techniques: two-pointer approach, sliding window, and how memory is laid out in contiguous blocks
Module 2: Module 2: Linked Lists, Stacks, and Queues
- Singly and doubly linked lists: building node chains, inserting, deleting, and reversing them in code
- Stacks (LIFO): implementing with linked nodes, understanding how function call stacks work internally
- Queues (FIFO): circular queues, priority queues, and double-ended queues (deque) — built and tested practically
- Debugging common pointer bugs: null references, boundary conditions, and memory leaks in linear structures
Module 3: Module 3: Trees and Graphs
- Binary Search Trees (BST): inserting, searching, and deleting nodes; understanding tree height and balance
- Tree traversals: Pre-order, In-order, and Post-order — both recursive and iterative versions
- Graphs: representing them using Adjacency Matrix and Adjacency List, and when to use which
- Graph traversal algorithms: Breadth-First Search (BFS) and Depth-First Search (DFS) with real problem examples
Module 4: Module 4: Searching, Sorting, and Greedy Algorithms
- Binary Search: O(log n) search logic, upper and lower bound problems, and common variations
- Sorting algorithms: Quick Sort (pivot selection), Merge Sort (split and merge), and comparing their time and space costs
- Greedy algorithms: solving problems by making the locally best choice — Huffman coding, interval scheduling, and activity selection
- Deploying your algorithm visualizer project live on a web host as part of your portfolio
Module 5: Module 5: Dynamic Programming, AI Code Tools, and Interview Prep
- Dynamic Programming (DP): solving overlapping subproblems using Memoization (top-down) and Tabulation (bottom-up) with real problems like Knapsack and Longest Common Subsequence
- AI-assisted code review: using tools like GitHub Copilot or similar AI profilers to spot inefficiencies, suggest optimizations, and predict edge-case failures
- Using AI to analyze time and space complexity of your own code and compare alternate solutions
- Mock whiteboard interview rounds and final portfolio: an organized GitHub repository of solved problems and a live-hosted algorithm dashboard
Meet Your Mentors
Taiyeb Khumri
Founder and Lead Educator at NodeToLearn
Taiyeb Hariyanawala is the Founder and Lead Educator at NodeToLearn, a premier computer education institute based in Nanpura, Surat. With a deep specialization in digital marketing, video editing, and full-stack software development, Taiyeb integrates cutting-edge AI-driven workflows and agentic automation into professional technical training. Committed to academic excellence, he has implemented ISO 21001:2018 certification standards to provide industry-leading curricula in Python, Flutter, and web technologies. His mission is to bridge the gap between complex IT concepts and practical application for the next generation of digital creators and developers.
View LinkedIn ProfileWho is this for?
This course is a strong fit for BCA, MCA, B.Tech (IT/CS) students who are 6–18 months away from placements and want to build solid DSA foundations for technical interviews. It's also useful for working developers — especially those in backend or full-stack roles — who never formally studied algorithms and want to fill that gap. Competitive programmers who want structured guidance beyond random online problem-solving will benefit too. You do need basic familiarity with at least one programming language (C++, Java, or Python) before joining — this is not a beginner programming course.
Career Opportunities
Prerequisites
Basic computer operating literacy and a comfortable understanding of core programming fundamentals (variables, loops, and custom functions) in any language like C, C++, or Python.
Tools Covered
Certification
ISO 21001:2018 Certified Professional Algorithmic Software Engineer Certificate
Earn a certificate that actually holds weight in the industry.
Our institutional evaluation is strictly project-backed to maintain absolute industry authority and prevent unverified credential inflation. To qualify for your credential, you must successfully submit a final technical algorithmic code repository featuring an optimized data structure library, a fully mapped graph traversal tracking simulation, a live responsive web companion frontend telemetry layout, and a verified performance report showing code optimized via advanced AI data profiling tools. Upon successful panel review, you will be issued an official ISO 21001:2018 Certified Professional Algorithmic Software Engineer validation, containing a unique global tracking identification number that software houses, corporate IT departments, and international product engineering groups can instantly verify online.
Our Training & Placement Methodology Trusted Process
We maintain full transparency in our curriculum delivery and placement assistance. Our certification is backed by rigorous live-project evaluations and our placement claims are verified by our extensive network of hiring partners across Surat.
Real-World Curriculum
Our syllabus is continuously updated based on direct feedback from industry HRs and Senior Tech Leads to ensure market relevance.
Placement Process
100% placement assistance isn't just a promise; it includes mandatory resume building, mock technical interviews, and direct employer referrals.
Expert Led Sessions
Classes are solely conducted by working professionals with a minimum of 5+ years of active industry experience in their respective domains.
ISO 21001:2018 Certified
Our educational management system is officially certified, guaranteeing international standards in training quality and student assessment.
Transparent Certification Process
Frequently Asked Questions
Why Study in Citylight?
Best Data Structures & Algorithms (DSA) with AI-Driven Optimization Course Classes Near City Light, Surat
Looking for the premium Data Structures & Algorithms (DSA) with AI-Driven Optimization Course training institute near City Light? NodeToLearn is located just 4.5km away. Our state-of-the-art campus is an easy 11-minute drive from the heart of City Light, making it incredibly convenient for local students and professionals to upgrade their skills with our flexible evening or weekend batches.
We believe your education shouldn't be limited by long commutes. Situated minutes from prominent local landmarks like Science Centre Road, Maharaja Agrasen Bhawan, City Light Road, and Ashok Pan House, our campus provides high-end, industry-focused technical training right in your neighborhood.
- Hyper-Local Advantage: Maximize your laboratory time with a quick, stress-free 4.5km commute.
- Prime Accessibility: Smooth and effortless transit links for students traveling from City Light Town, Bhatar Road, and Althan.
- 100% Placement Support: Build a production-ready portfolio on live projects and launch directly into Surat's booming tech sector.
Don't settle for average training. Join the top-rated Data Structures & Algorithms (DSA) with AI-Driven Optimization Course program near City Light and kickstart your IT career with NodeToLearn today!
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Course Features
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Duration4 Months
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LevelAdvanced
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CertificationISO 21001:2018 Certified Professional Algorithmic Software Engineer Certificate
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PaymentEMI Option Available
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Career100% Placement Assistance
NodeToLearn Certified Students
Join hundreds of students who have successfully completed their training and earned their industry-recognized certificates.
Sahima Dhandhuwala - Graphic Designing
Zahra Hathiwala - UI/UX Designing
Aara Mansuri
Murtaza Bookwala - Graphic Designing
Mehlam Songadhwala - Graphic Designing
Madni Shaikh - Graphic Designing & Video Editing
Mufaddal Hakimji - Video Editing & Graphic Designing
Pratham Pastagiya - Tally Prime With GST
Mufaddal Kotawala - Video Editing & Graphic Designing
Ibrahim Kaukawala - Basic Computer (CCC)
Sarvesh Kumar - Tally Prime With GST
Abbas Channiwala - Graphic Designing
Tanzil Malik - Digital Marketing
Mh Absar Shaikh - Basic Computer (CCC) & Tally Prime With GST
Aliasgar Acharwala - UI/UX Designing
Sahima Dhandhuwala - Graphic Designing
Zahra Hathiwala - UI/UX Designing
Aara Mansuri
Murtaza Bookwala - Graphic Designing
Mehlam Songadhwala - Graphic Designing
Madni Shaikh - Graphic Designing & Video Editing
Mufaddal Hakimji - Video Editing & Graphic Designing
Pratham Pastagiya - Tally Prime With GST
Mufaddal Kotawala - Video Editing & Graphic Designing
Ibrahim Kaukawala - Basic Computer (CCC)
Sarvesh Kumar - Tally Prime With GST
Abbas Channiwala - Graphic Designing
Tanzil Malik - Digital Marketing
Mh Absar Shaikh - Basic Computer (CCC) & Tally Prime With GST
Aliasgar Acharwala - UI/UX Designing
Sahima Dhandhuwala - Graphic Designing
Zahra Hathiwala - UI/UX Designing
Aara Mansuri
Murtaza Bookwala - Graphic Designing
Mehlam Songadhwala - Graphic Designing
Madni Shaikh - Graphic Designing & Video Editing
Mufaddal Hakimji - Video Editing & Graphic Designing
Pratham Pastagiya - Tally Prime With GST
Mufaddal Kotawala - Video Editing & Graphic Designing
Ibrahim Kaukawala - Basic Computer (CCC)
Sarvesh Kumar - Tally Prime With GST
Abbas Channiwala - Graphic Designing
Tanzil Malik - Digital Marketing
Mh Absar Shaikh - Basic Computer (CCC) & Tally Prime With GST
Aliasgar Acharwala - UI/UX Designing
Real Students, Real Impact
Hear directly from our alumni about their learning journey and career transformation with NodeToLearn.
"A life-changing experience!"
"As a parent, I’m very happy to share my experience with Nodetolearn Computer Education. My daughter is currently taking the Video Editing and Graphic Designing course here, and it has truly been a wonderful experience for us.The teachers are extremely supportive and caring towards every student. They make sure each child understands the concepts properly and they guide them with great patience and dedication. As a parent, it gives me peace of mind to see how much attention and care they give to the students.I am especially grateful to Taiyeb Sir and Ruqaiyah Ma’am for their constant support, encouragement, and excellent teaching. Their guidance has really helped my daughter learn with confidence.I highly recommend Nodetolearn Computer Education to all parents and students who are looking to learn valuable computer skills. In my opinion, it is the best computer institute near Saiyedpura and one of the best computer classes in Surat for courses like graphic designing and video editing.
Thank you for creating such a positive learning environment for student."
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"I recently joined NODETOLEARN COMPUTER EDUCATION for the Basic Computer (CCC) and Tally Prime course, and my overall learning experience has been really good. I come all the way from Bhagal to Nanpura to attend classes at Nodetolearn, and I feel the travel is worth it because of the quality of teaching and practical learning provided here. The faculty members are knowledgeable, supportive, and explain every topic in a simple and easy-to-understand way. Along with theoretical knowledge, we get proper practical computer training, which helps in understanding concepts better and building confidence. The Basic Computer, CCC, and Tally Prime training is useful for students, beginners, and anyone looking to improve their computer skills for career and job opportunities. The classroom environment is comfortable, and the trainers are always ready to clear doubts and guide students whenever needed. If you are searching for a computer training institute in Nanpura, Surat, for CCC course, Tally Prime course, Basic Computer course, computer classes, practical computer education, or job-oriented computer training, I would definitely recommend NODETOLEARN COMPUTER EDUCATION."
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