Indian Institute of Technology, Ropar — Internship 2025
The Concept Positioning System (CPS) is an educational recommendation engine inspired by intelligent systems like YouTube and Netflix, but adapted for learning. It analyzes a learner’s current knowledge and designs a personalized path toward mastering a desired concept by bridging gaps through intermediate concepts and resources.
Instead of recommending based on user preference, CPS emphasizes:
- Conceptual prerequisites
- Learning trajectory
- Pedagogical diversity
- Automatic path correction and augmentation
A learner who understands concepts A, B, and F may struggle with advanced concept K due to missing links. CPS recommends a prerequisite-aware sequence (X₁, X₂, ...) so the learner reaches K effectively.
In Continuous Active Learning (CAL) environments, if a student gets stuck at V₃ before reaching V₄, CPS may suggest auxiliary resources (V₃a, V₃b, ..., V₃n) to bridge the gap autonomously.
- Prerequisite Graph Construction for Domain-Specific Knowledge
- Personalized Learning Path Recommendation Using Knowledge Graphs
- Identifying Conceptual Gaps from Video Learning Logs
- Semantic Analysis of Learner Queries to Map to Concept Gaps
- Multi-Modal Learning Path Optimization
- Dynamic Path Adjustment in Strict CAL Settings
- Dependency-Aware Assessment Generator
- Learner Knowledge State Estimation using Bayesian Networks
- Intervention Detection for Conceptual Bottlenecks
- Comparative Study of CPS vs Traditional Recommendation Systems in Education
- Personal Learning Path Visualization Dashboard
- Meta-Learning for Cross-Domain Concept Reusability
- Explainable Recommendation in Concept-Based Learning Paths
- Benchmarking CPS Algorithms on Open Educational Data
- Simulated Learner Model for CPS Evaluation
- Parthan Rajesh (Team Lead) - parthanrajesh683@gmail.com
- Manjistha Bidkar - manjisthabidkar@gmail.com
- Adwaidh Payattuparambil - adwaidhp48@gmail.com
- Srishti Koni - konisrishti12@gmail.com
- Vansh Tuteja - vanshtuteja140704@gmail.com
- Chirag Khairnar (Team Lead) - chiragkhairnar12@gmail.com
- Aditi Mishra - aditimishra17094@gmail.com
- Pola Gautam Sai - goutam300505@gmail.com
- Shashwat Kumar - kumarshashwat0309@gmail.com
- Shrey Ojha Shreya - shreyaojha2@gmail.com
- Bhavitha B (Team Lead) - bhavitha9052004@gmail.com
- Tamalampudi Sameer Reddy - sameerreddy213@gmail.com
- Anurag Kumar - anurag2003ias@gmail.com
- Nishant - nishantthakurs7519@gmail.com
- Davuluri Siva Sai (Team Lead) - dsivasai05@gmail.com
- Adapala Meghana - meghana101004@gmail.com
- Galla Durga Rama Satya Pradeep Kumar - durgaramasatya90@gmail.com
- Jahnavi Jahnavi - jahnavipotnuru06@gmail.com
- Kommineni Sai Sahithya - sahithyakommineni2005@gmail.com
- Alakh Mathur (Team Lead) - mathur.alakh2004@gmail.com
- Aditya Chandra Das - adityachandradas612@gmail.com
- Anand - anandjangid115@gmail.com
- K Pavithra - pavithrakrishnappa02@gmail.com
- Omkar Kumar - kumaromkar1311@gmail.com
- Nishita Sharma (Team Lead) - nishita.d.sharma@gmail.com
- Deepali - deepali250703@gmail.com
- Devansh Srivastava - devansh.srv@gmail.com
- Shiv Kumar Behera - beherashiv820@gmail.com
- Sonali - sonali10092004@gmail.com
- Tanisha Kundra - tanisha2827@gmail.com
- Ayush Singh (Team Lead) - ayushsinghtechcs@gmail.com
- Abhinav Ranjan Sulabh - abhinavranjan.dev@gmail.com
- Ankit Pandey - ankit211275@gmail.com
- Titus George - titusgeorge2004@gmail.com
- Vedam Venkata Sarma - venkatasarmavedam@gmail.com
- Nikita S Raj Kapini (Team Lead) - nikitasraj16@gmail.com
- Nakshatra Bhandary - nakshatra.bhandary@gmail.com
- Manda Rani - ranimanda2006@gmail.com
- Shreyas Mene - shreyasmene6@gmail.com
- Yeddula Pushkala - pushkalayeddula@gmail.com
- Nelluri Saideepak (Team Lead) - saideepaknelluri@gmail.com
- Deekshita Totapally - deekshita.reddie@gmail.com
- R Hindu - rhindu379@gmail.com
- Rasmal Gnaneshwar - rasmalgnaneshwar001@gmail.com
- Subathra R - subathrar2005@gmail.com
- Pentapati V V Satya Pavan Sandeep (Team Lead) - pspvvsandeep@gmail.com
- Mondi Sai Lokesh - mondisailokesh@gmail.com
- Nabarupa Banik - nabarupabanikofficial@gmail.com
- Snehasis Mukhopadhyay - snehasismukhopadhyay356@gmail.com
- Venkata Sai Pranav Balusu - bvsaip@gmail.com
Each team maintains its project implementation in a dedicated sub-folder under the root