Shamanta Rezwana

Vadail Bazar, DEPZ, Savar, Dhaka, Bangladesh
Email: rezwanashamanta@gmail.com · LinkedIn · GitHub · Contact No: +8801703800280

Welcome to my portfolio. As an Electrical and Computer Engineering graduate from Rajshahi University of Engineering & Technology (RUET), I am passionate about contributing to both research and teaching. My thesis work and academic background are rooted in Machine Learning, AI and Deep Learning, which has shaped my interest in exploring its applications in Signal Processing, Image Processing and NLP. Alongside a strong foundation in those particular fields, I am eager to apply my technical expertise and analytical skills to address emerging challenges in cybersecurity, cyber-physical systems and computer vision. Currently preparing for PhD admission, I am actively seeking research opportunities to advance cutting-edge developments in secure and intelligent systems.

Academic Credentials

Bachelor of Science (B.Sc.) in Electrical & Computer Engineering (ECE)
January 2020 – June 2025
Rajshahi University of Engineering & Technology (RUET)
CGPA: 3.55 / 4.00
Last 60 credits CGPA: 3.71
Academic Transcript

Research Interests

✅ Machine Learning
✅ Deep Learning
✅ Artificial Intelligence
✅ Signal Processing
✅ Multimodal Machine Learning
✅ Natural Language Processing
✅ Cyber Physical Systems
✅ Cyber Security
✅ Computer Vision
✅ LLM

Publications

Research Papers

S. Rezwana and M. F. Ahamed, “Comprehensive Analysis of Speech Emotion Recognition Using Deep Learning Techniques for Multilingual and Noisy Environments,” submitted to the 2025 IEEE International Conference On Sustainable Technologies For Industry 5.0 (STI 2025). (accepted)

Bachelor’s Thesis

Topic: Comprehensive Analysis of Speech Emotion Recognition Using Deep Learning Techniques for Multilingual and Noisy Environments
Thesis Supervisor: Md. Faysal Ahmed, Assistant Professor, Dept. of ECE, RUET.
Contribution:

✅ Residual 2D CNN with Bayesian optimization gave faster convergence and real-time inference.
✅ Use of transfer learning with augmentation boosted performance across accents and conditions.
✅ Pitch shifting, time stretching, and noise injection improved robustness; class weighting handled imbalance.

Work in Progress

✅ Improve the robustness of Multi-modal Emotion Recognition in real time.
✅ Developed a dataset of 20,000 samples for emotion recognition in Bangla text, categorized into 6 emotions. Applied LLM-based NLP techniques to analyze and classify emotional content, contributing to research in natural language processing for the Bengali language.

Standardized Test Scores

Language Proficiency Test (IELTS)

	Overall	Speaking	Listening	Reading	Writing
Score	7.5	7	8	8	6.5

Technical Skills

Languages: C, C++, Python, Java
Libraries: NumPy, Pandas, TensorFlow, Matplotlib, STL, Seaborn
Software: MATLAB, Simulink, Cisco Packet Tracer
Web Development: HTML, CSS, JavaScript, TypeScript
Frameworks: Angular, Tailwind CSS
Databases: MySQL, MongoDB
Software & Tools: Visual Studio Code, Code::Blocks, Git, GitHub, Simulink, Postman, Overleaf, Kaggle, Arduino
Others: Algorithms, Data Structures, Object-Oriented Programming, Machine Learning, Deep Learning

Industrial Attachment

SELISE Group, Dhanmondi, Dhaka — Fullstack Developer Intern (15 Days, March 2024)
Gained exposure to software industry practices, full‑stack web development, software architecture, and real-life project workflows.
Attachment Letter/Proof

Projects

Competitive Programming Website — Developed a responsive platform with real-time API integration, secure authentication, and cross-device optimization using HTML5, CSS3, JavaScript, and REST APIs.
Repo: https://github.com/anRez10A/Competitive-Programming-Website-
Interactive Angular Project (Recipe App) — Full-stack recipe app with Angular, Node.js/Express, and MongoDB; CRUD, RESTful APIs, user authentication.
Repo: https://github.com/anRez10A/Industrial-Attachment
Calculator Design — Basic calculator using HTML, CSS, and JavaScript.
Repo: https://github.com/anRez10A/Calculator
Line Follower Robot — Sensor-based navigation; contributed to algorithm programming and calibration for real-time accuracy.
Home Automation System Using Sign Language — Real-time sign language–based home automation with a custom DNN, Arduino relays, and webcam for gesture-to-text/speech conversion.

Relevant Courses

• Object Oriented Programming
• Database Systems
• Neural Network
• Data Structure & Algorithms
• Microprocessors
• Digital Image Processing
• Operating Systems
• Computer Networks
• Digital Signal Processing
• Computer Architecture & Design
• Software Engineering
• ML & Data Science — Certificate/Proof
• Control Systems
• VLSI
• Industrial Electronics
• Analog Electronics
• Digital Technics
• Peripherals & Interfacings
• Communication Engineering
• Fiber Optic Communication
• Power System

Problem Solving

Frequent programming contest participant (2020–2022)
Solved 300+ problems across different OJs
Problem Setter: CodeSpark 2021 (October 2022)
2021 ICPC Asia Dhaka Preliminary: Rank 530 (Team: RUET_data_pirates)

Academic Awards and Achievements

Technical Scholarship from University Grants Commission (UGC) in four consecutive years: 2021, 2022, 2023, and 2024, based on B.Sc. year results, awarded to top students by university performance.
General Grade Scholarship in SSC (Grade 10) and JSC (Grade 8), awarded to nationwide highest-ranked students each year.

Extra Curricular Participation & Achievements

Finisher of the 7K fun run under Marathon 1.0 by Ovijatrik—RUET Adventure Club (2025) — Proof
Accomplished Competitor, University Physics Competition 2023 — Certificate
Participation, Innovative Project Showcasing, Techno Fair 2023 — Proof
Accomplished Competitor, University Physics Competition 2022 — Folder
Participation, BAS-FSIBL Divisional Science Olympiad (2019) — Proof
Team member, College Parade Band (2018–2019) — Proof
3rd place, Intra-School Cultural Singing Competition (2016) — Proof
Member, School Parade and Display (Grades 8–10) — Proof
Multiple prizes (1st–3rd) in 50m and 100m sprint events — Proof

Affiliations

General Secretary, Astronomy & Science Society of RUET (2024–2025) — Proof
Program Secretary, Onuronon—RUET Cultural Club (2023–2024) — Proof
Head of External Affairs, Ovijatrik—RUET Adventure Club (2024–2025) — Proof

Volunteering Activities

Organizer, Cube Clash 2025 — March 2025 — Proof
Organizing Team, 16th IAU—Abdul Jabbar Astronomy Workshop 2024 — Rajshahi Region — July 2024
Technical Team, BSCF Divisional Astronomy Camp — 2024 — June 2024
Team Leader of Offline Promotion & Branding, Aurora — the National Science Fest 2023 — March–May 2023 — Proof
Performer, Digital Khuchuri Challenge 2023: Rajshahi Cohort — June 2023 — Proof
Organizing Team, University Physics Competition 2022 & 2023 — November 2022 & November 2023
Volunteer, World Environment Day 2014 — June 2014 — Proof