Username: Sharmila Rapeti
Who-am-I: Hybrid SDE + AI/ML Engineer β’ ECE @ NIT Silchar
Role: Student β’ Builder β’ Researcher β’ Creative Technologist
OS: Windows 11
Interests: Deep Learning, Full-stack apps, CV/NLP, Space Tech
Pronouns: She / Her
Location: India
Languages: C++, Python, JavaScript, SQL
Current Learning: FastAPI, Next.js, LLMs, Transformers, CV,
ML/DL workflows, advanced backend systems
FavSong: Diet Pepsi - Addison Rae
FavConcept: Gen-AI & LLMs
Hobbies: Reading, designing clothes, yoga, anime aesthetics,
building intelligent systems with creativity
MARLINet: Hybrid CNNβGNN Underwater Image Enhancement Model
Designed & trained a CNN-GNN hybrid architecture (UIEB dataset).
Achieved 16.91 dB PSNR & 0.6759 SSIM, outperforming baseline CNN models.
Built patchβgraph construction pipeline & complete training workflow.
Wrote and submitted the research paper to a Springer international conference.
Built a full-stack campus AI system with domain login & role-based features.
Chat assistant that learns from user responses & escalates unknown queries.
Tech Stack: React, TypeScript, Tailwind, Node.js, Express, OpenAI API
QuickCV β MERN Resume Builder
4 customizable templates, autosave, LinkedIn import.
Designed secure MongoDB schemas + Express backend (auth + error handling).
Tech Stack: React, CSS, Node.js, Express.js, MongoDB
Spam Mail Detection β ML
Implemented Naive Bayes, SVM, Decision Trees for email classification.
Achieved 99.6% accuracy with optimized preprocessing.
Used NLP vectorization + scikit-learn evaluation pipelines.
C++, Python, JavaScript, SQL
Development
DSA, OOP, DBMS, OS, REST APIs, Git/GitHub, Linux, Unit Testing (Basics)
Web / Backend
Node.js, Express.js, FastAPI, Next.js, React.js, HTML/CSS
MySQL, PostgreSQL, MongoDB, ChromaDB
Machine Learning
Supervised & Unsupervised ML, Feature Engineering, Model Evaluation
Deep Learning
CNNs, RNNs, Transformers (Basics), Computer Vision, NLP
Frameworks / Tools
TensorFlow, Keras, Scikit-Learn, NLTK, OpenCV, Pandas, NumPy
Solved 500+ problems on LeetCode, GFG, Codeforces
Participated in Tek-Qubit : qualified phase2, SheCodes, Flipkart Grid '24/'25, Walmart Sparkathon, Adobe India, CodeHer
Social Media Manager, AAVEG
Junior Event Coordinator, E-CELL
