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Ayushma Pudasaini

@ayushmapudasaini

Deep Learning Engineer and full-stack developer, building PyTorch models and production web apps with reliable, deployable results.

Nepal
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What I'm looking for

I’m looking for opportunities where I can build deep learning and AI-enabled products, collaborate in open-source, and deliver end-to-end impact—from models to deployable web backends—while continuing to grow through research-driven iteration.

I’m a Deep Learning Engineer and full-stack developer based in Nepal, currently a 4th-year Computer Engineering student at Pulchowk Campus (IOE, Tribhuvan University). I focus on deep learning systems and production-grade web applications, with strong skills spanning PyTorch, React.js, and Python backends.

I’ve spent 2 years as a Python / Django Backend Developer (Lalitpur, Nepal), designing and maintaining production-grade full-stack web applications using Python, Django, and Django REST Framework. I built RESTful APIs for React.js frontends, implemented secure authentication and role-based access control, and delivered full CRUD modules for member management, savings tracking, and quiz platforms.

In deep learning research, I developed CNN-based pipelines in PyTorch for acoustic side-channel keyboard keystroke detection, reaching 82.50% accuracy on unseen environments under real-world domain shift. I engineered the end-to-end workflow (feature engineering, training, and interpretability) using Optuna for hyperparameter optimization and Grad-CAM for model interpretability, and documented results in a 42-page IOE-compliant research report.

I also contribute to open source and mentor others. I fixed a year offset bug in the Zephyr RTOS PCF8563 RTC driver (upstream PR #104199) and resolved a Microsoft spell-check CI issue in an open-source repository; I’m also an Instructor & Mentor at the LOCUS Program.

Experience

Work history, roles, and key accomplishments

PI

Acoustic Side-Channel Attack Research

Pulchowk Campus, IOE

Jan 2024 - Jan 2025 (1 year)

Designed a CNN-based deep learning pipeline to classify keyboard keystrokes from acoustic emissions and evaluated generalizability under real-world domain shift conditions. Achieved 82.50% accuracy on unseen environments and used Grad-CAM for interpretability and Optuna for hyperparameter optimization.

PI

Deep Learning Research (Keystroke Detection)

Pulchowk Campus, IOE

Jan 2024 - Jan 2025 (1 year)

Developed CNN-based deep learning pipelines in PyTorch for detecting and classifying keyboard keystrokes from acoustic emissions, achieving 82.50% accuracy on unseen environments. Built an end-to-end ML workflow including audio onset detection, mel-spectrogram feature engineering, Optuna hyperparameter optimization, and Grad-CAM interpretability.

CN

Python / Django Backend Developer

Company / Organization Name

Jan 2023 - Jan 2025 (2 years)

Designed and maintained production-grade full-stack web applications using Python, Django, and Django REST Framework, including RESTful APIs for React.js frontends. Implemented secure authentication, role-based access control, and deployed applications to production environments.

Microsoft logoMI

Spell-Check CI Error Fix

Resolved a failing spell-check CI pipeline by removing a non-alpha accented character from the allowlist configuration. Updated the accented term to its plain English equivalent to ensure the CI spell-checker accepted all allowlist entries.

Zephyr Project logoZP

Zephyr RTOS RTC Driver Bug Fix

Zephyr Project

Fixed a year offset bug in the PCF8563 real-time clock driver within Zephyr RTOS by correcting an epoch offset calculation. Followed Zephyr’s contribution workflow and documented the root cause, fix, and testing methodology with a LaTeX case study report and presentation.

CN

Graphic Designer

Company / Organization Name

Designed posters, social-media creatives, and event branding using Figma. Produced consistent layouts aligned with brand guidelines and delivered graphics on tight deadlines in collaboration with a team.

Education

Degrees, certifications, and relevant coursework

PU

Pulchowk Campus (IOE, Tribhuvan University)

Bachelor of Computer Engineering, Computer Engineering

2023 -

Activities and societies: Key modules: C/C++, OOP, DSA, Python, Django, React.js, AI/ML, Embedded Systems, DBMS, OS.

Pursuing a Bachelor of Computer Engineering at Pulchowk Campus under IOE, Tribhuvan University (expected 2027). Focus areas include deep learning, React.js frontend development, and full-stack web applications using Python, Django, and FastAPI.

UK

United Academy, Kumaripati

Higher Secondary (+2) in Science, Science

Grade: GPA 3.5 (Biology: A, Physics: A+, Chemistry: A, Mathematics: B+)

Completed Higher Secondary (+2) in Science at United Academy, Kumaripati. Earned a GPA of 3.5 with top grades in Biology, Physics, and Chemistry.

SS

Shree Shivalaya Secondary School

SEE

Completed SEE at Shree Shivalaya Secondary School, Nuwakot.

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