Open to collaborations.

Nasif Safwan

Nasif Safwan is an AI researcher and engineer focused on machine learning, NLP, computer vision, and bioinformatics.

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The Story
Behind the Code

Portrait of Nasif Safwan, AI researcher and engineer
AIUB · ARCHÉ

I'm Nasif Safwan, a dedicated Computer Science & Engineering student at American International University-Bangladesh, and Co-Founder & Supervisor of Arché Intelligence Lab.

My research interests span Machine Learning, Deep Learning, Natural Language Processing, Computer Vision, and Bioinformatics, with a focus on solving real-world challenges in healthcare, online safety, and sustainable agriculture through intelligent systems.

Driven by curiosity and a passion for technology, I am dedicated to advancing innovation to address societal issues, from healthcare and environmental sustainability to online safety and bias mitigation.

Arché Intelligence Lab Co-Founder & Supervisor

Areas of
Specialization

Machine Learning & NLP

Advanced expertise in ML algorithms (SVM, Random Forests, KNN) and NLP with transformer models (BERT, DistilBERT, XLM-RoBERTa). Hate speech detection, sentiment analysis, and text classification.

PyTorch TensorFlow HuggingFace BERT

Computer Vision

Human interaction object detection, medical image classification, and self-supervised learning approaches for visual understanding tasks.

OpenCV CNNs YOLO SSL

Data Analysis & Visualization

Expert-level data manipulation with NumPy and Pandas. Creating impactful visualizations with Matplotlib, Seaborn, Plotly, and geographical plotting.

Pandas NumPy Plotly Seaborn

CI/CD for Machine Learning

Building robust CI/CD pipelines for ML projects — from model training and validation to automated deployment and monitoring.

Docker GitHub Actions MLflow DVC

Software Engineering

Full-stack development with C++, Python, JavaScript, PHP, and more. Building web applications, chatbots, and game development with OpenGL.

Python C++ JavaScript PHP

Bioinformatics

Applying computational methods to biological data, bridging the gap between AI research and healthcare innovation.

Genomics Medical AI Drug Discovery

Featured
Works

House Ledger project cover
Expense Management

House Ledger

A simple expense tracking application for managing household finances.

AI / Chatbot

NasBot

A friendly AI companion for image generation, text-to-speech, speech-to-text, and 3D image creation.

AI / Generative

PromptPix Chatbot

AI-powered chatbot that generates images using Stable Diffusion from text prompts.

Game Dev

Mario Multiverse Adventures

2D game built with OpenGL and C++ featuring three levels, animations, physics, and audio integration.

Signal Processing

Signal Processing & Forecasting

Multi-variate signal processing and prediction system for trading bot applications.

MLOps

CI/CD for Machine Learning

End-to-end CI/CD pipeline setup for machine learning projects ensuring reliable deployment.

Computer Vision

Human Interaction Detection

Object detection models developed for recognizing and analyzing human interactions in visual data.

Web Development

Chewtopia – Food Delivery App

Food delivery app built using JavaScript, PHP, HTML, and CSS. Features user management and database operations.

Research
Profile

My research explores the intersection of machine intelligence and human language, focusing on solving real-world challenges in medical image classification, content moderation, sustainable agriculture, and bias mitigation. Several papers are currently under review in reputable journals.

Publications

Journal

T3SSLNet: Triple-Method Self-Supervised Learning for Enhanced Brain Tumor Classification in MRI - IEEE Access. DOI: 10.1109/ACCESS.2025.3589619

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Journal

OpthaNet: Attention-Integrated Architecture for High-Precision Multi-Class Ophthalmic Image Classification - Healthacare Technology Letters, 2025, Wiley. DOI:https://doi.org/10.1049/htl2.70067

View Paper
Journal

KbFL-XAI: Explainable Knowledge-Based Federated Learning for Eye Disease Diagnosis - Biomedical Engineering and Advances, Elsevier. DOI: 10.1016/j.bea.2025.100196

View Paper
Conference

SSChNet: Self Supervised Learning based pre-trained network for Child Speech Recognition - Presented in NCIM 2025. DOI: 10.1109/NCIM65934.2025.11160221

View Paper
Conference

VisionOcular: Transfer Learning with Self-Attention for Multi-Class Ocular Diagnosis - Presented in QPAIN 2025. DOI: 10.1109/QPAIN66474.2025.11171736

View Paper
Conference

MIME: Multi-Strategy Imbalance Mitigation Engine for Skin Cancer Classification - Presented in TCCE'25, Melaka, Malaysia.

Conference

BUSegNet: A Speckle-Aware Multi-Scale CNN with Noise Modeling and Gated Calibration for Breast Ultrasound Diagnosis - Presented in ICCIT, Cox's Bazar.

Conference

Lightweight Supervised Approach for Behavioral Insider Anomaly Detection from SQL Logs - Presented in ICCIT, Cox's Bazar.

Conference

Parental Influence in Shaping Student Performance: A Data-Driven Study in Bangladesh - Presented in 7th IEOM International Conference, Dhaka, Bangladesh. DOI: BA07.20240171

View Paper
Conference

CropGuardian: Revolutionizing Agriculture with AI-Driven Smart Farming Solutions - Presented in ICAMBE, BAU, Mymensingh, Bangladesh.

Under Review (Pre-print)

Ethic-BERT: An Enhanced Deep Learning Model for Ethical and Non-Ethical Content Classification - under peer review on AI and Ethics, SpringerNature.

Professional
Credentials

Verified learning certificates from Scrimba, DataCamp, Coursera, and Udemy covering AI, machine learning, statistics, data analysis, visualization, and deployment workflows.

Certificate 01

Deploy AI Apps with Cloudflare

Scrimba

Focused on deploying AI-powered applications with Cloudflare tools and infrastructure.

Scrimba PDF Certificate
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Certificate 02

Intro to Claude AI

Scrimba

Introductory certificate covering Claude AI workflows, practical usage patterns, and prompt-driven interaction.

Scrimba PDF Certificate
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Certificate 03

Learn RAG

Scrimba

Covers retrieval-augmented generation concepts and practical approaches for building grounded AI systems.

Scrimba PDF Certificate
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Certificate 04

Open-Source AI Models

Scrimba

Focused on the open-source AI model ecosystem, usage patterns, and practical model selection.

Scrimba PDF Certificate
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Certificate 05

Udemy Course Certificate

Udemy

Certificate imported from Udemy. The course title was not recoverable from the accessible file metadata in this environment.

Udemy UC-3d130ab9...
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Certificate 06

Introduction to Generative AI

Coursera

Coursera certificate with public verification code preserved from the PDF metadata.

Coursera PZF1VNULVU9B
Verify Certificate
Certificate 07

Ensemble Methods

DataCamp

Certificate focused on ensemble-based machine learning approaches and predictive modeling concepts.

DataCamp PDF Certificate
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Certificate 08

Exploratory Data Analysis

DataCamp

Covers exploratory workflows for understanding datasets, patterns, trends, and anomalies before modeling.

DataCamp PDF Certificate
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Certificate 09

Experimental Design

DataCamp

Focused on structuring experiments, comparing treatments, and building sound analytical study designs.

DataCamp PDF Certificate
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Certificate 10

Intermediate Regression

DataCamp

Intermediate regression coursework covering model interpretation, evaluation, and practical statistical prediction workflows.

DataCamp PDF Certificate
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Certificate 11

Introduction to Data

DataCamp

Introductory data-focused certificate covering core concepts for working with datasets and analytical pipelines.

DataCamp PDF Certificate
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Certificate 12

Matplotlib

DataCamp

Certificate centered on data visualization workflows and plotting techniques using Matplotlib.

DataCamp PDF Certificate
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Certificate 13

Regression Statistics

DataCamp

Coursework focused on regression-based statistical analysis and interpretation of model behavior.

DataCamp PDF Certificate
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Certificate 14

Reinforcement Learning

DataCamp

Reinforcement learning certificate covering agent-based learning, decision making, and reward-driven optimization.

DataCamp PDF Certificate
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Certificate 15

Statistical Analysis

DataCamp

Certificate centered on statistical reasoning, analytical interpretation, and evidence-based decision support.

DataCamp PDF Certificate
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Certificate 16

Statistics

DataCamp

Foundational statistics certificate supporting analytical thinking, inference, and quantitative reasoning.

DataCamp PDF Certificate
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Certificate 17

Supervised Learning

DataCamp

Covers supervised machine learning concepts, model training, and predictive classification or regression workflows.

DataCamp PDF Certificate
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Certificate 18

Unsupervised Learning

DataCamp

Certificate focused on clustering, dimensionality reduction, and pattern discovery without labeled targets.

DataCamp PDF Certificate
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Certificate 19

Data Communication Concepts

DataCamp

Additional DataCamp certificate imported from the provided PDF file where the course title was not recoverable from accessible metadata.

DataCamp PDF Certificate
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Milestones &
Recognition

Dean's List Honor

Five consecutive academic sessions at AIUB, maintaining a high CGPA of 3.94.

Academic Scholarship

Received 70% academic scholarship at AIUB based on merit.

Physics Poster Competition Winner

Organized by Department of Physics, AIUB.

Regional Winner & National Participant

Biology Olympiad 2017: Organized by BDBO.

2017

Leadership & Extracurriculars

Organizer of National Ideas Challenge, Blood Donation, Winter Clothing Drive. HR at Oder Eid Amader Khushi(2025). Member of AIUB Robotic Crew & IEEE Student Branch.

AIUB World Cup 2023

Third Place Winner and Man of the Match in the university's flagship sports event (AWC'23).

2023

Let's Build
Something Great

I'm always open to discussing new projects, research collaborations, or opportunities to create meaningful impact through AI and technology.