Aryan Punia
B.Tech in Mathematics and Computing
About
I am a highly motivated and skilled individual with a passion for mathematics and computing. I am currently pursuing my B.Tech degree from Delhi Technological University and have a strong background in programming, data analysis, and machine learning. I am constantly seeking opportunities to expand my knowledge and skills in the field and contribute to impactful projects.
Skills & Expertise (19)
Work Experience
Web Developer
Film Critic Blog
Aug-2020 - Dec-2020
Developed a blog for film critics to share their thoughts on films and movies
Machine Learning Intern
Genre-Aware Music Recommendation System
May-2021 - Aug-2021
Developed a dynamic music recommender web app using song lyrics, artist, and genre metadata for personalized suggestions. Integrated TF-IDF vectorization with cosine similarity to match songs based on contextual similarity, not just keywords. Implemented genre-based filtering to ensure more accurate and relevant recommendations. Built autocomplete functionality for artist and song search using AJAX and Django views.
Education
B.Tech in Mathematics and Computing
2021 - 2025 · India
Certifications
Stable Conditional Image Generation with WGAN-GP and DCGAN Architectures
IEEE ICCTDC 2025 Conference · 2025
Designed a hybrid GAN architecture combining Conditional GANs with WGAN-GP for improved training stability and controllable image generation. Replaced Batch Normalization with Layer Normalization in a DCGAN-based framework to enhance gradient flow and model robustness. Introduced a novel batch-aware gradient penalty mechanism for efficient regularization and faster convergence. Achieved high-quality, class-specific image synthesis on the CIFAR-10 dataset, with stable training curves and strong label fidelity.
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Skills (19)
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