Devansh Dixit

Posts by Devansh Dixit

Project Recommendation System: Final Report (GSoC 2021- Devansh Dixit)

Devansh Dixit, Aug 13, 2021,

Recommendation System The project aims to add the functionality of a recommendation system to the CircuitVerse website. In this report, I have explained every decision or technology in simple words to give a better understanding and to give an idea of why we did, what we did. All my code files 💻🎉 here.  Why use an unsupervised learning-based model? The data that was available for us (check out the database schema) to use didn’t have a target variable (typically a X and a Y to train and test the model and improve the accuracy).

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Project Recommendation System: Phase 1 Report (GSoC 2021- Devansh Dixit)

Devansh Dixit, Jul 17, 2021,

This blog describes my work done for Recommendation System project during Google Summer of Code 2021 at CircuitVerse. I have successfully completed Phase 1 of the Coding period @CircuitVerse and received amazing feedback from my mentor. Major Goals Accomplished in Phase 1 Ready with the data extraction, pre-processing, and testing modules. Implemented the proposed model (Clustering + Re-Ranking) at the end of week 3. Currently working on a hybrid model based on Topic Modelling using LDA, K-Means clustering, and content-based re-ranking.

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