Have some perseverance! 

NLP | ML

Analyzing Text Classification Models on Movie Reviews

Compared RNN, LSTM, and GRU models on IMDb Movie Review data. Utilized GloVe vectorizer for enhanced semantic understanding, improving accuracy and sentiment analysis. Leveraged skills in NLP, Machine Learning, LSTM, GRU, Data Analysis, Data Processing, and Data Visualization.

NLP | DL

Unlocking the Potential of Multiple BERT Models for Bangla QA in NCTB Textbooks

Researched automated Bangla text comprehension using RoBERTa, Bangla-BERT, and BERT Base models. Evaluated 3,000 NCTB textbook instances, with Bangla-BERT achieving the highest F1 Score. Leveraged skills in NLP, Deep Learning, Machine Learning, and Dataset analysis to inform future educational assessment advancements

ML | DL | NLP

Advancements and Challenges in Bangla Question Answering Models

Conducted a comprehensive survey of Bangla QA research papers to explore current directions and trends in the field. Utilized skills in Natural Language Processing (NLP) and Machine Learning to analyze and synthesize findings.

uSavior: Academic Aid & Online Education Based Website
Website

uSavior: Academic Aid & Online Education Based Website

Sahazzo: Cashless Fundraising & Voluntary Work Management System
Website

Sahazzo: Cashless Fundraising & Voluntary Work Management System

Life Card: Health Insurance & Treatment Application
App Interface Design

Life Card: Health Insurance & Treatment Application

Developed the design and prototyping of a health insurance and treatment app using Figma, accompanied by SRS documentation. Utilized SDLC, Software Project Management, UML, Activity Diagrams, Data-flow Diagrams, Sequence Diagrams, User Interface Design, and Feasibility Studies. Managed software deployment and design for comprehensive project execution.

PlantPal: Automated Irrigation Robot
AI | Robotics

PlantPal: Automated Irrigation Robot

Developed an automated irrigation robot using machine learning for plant detection, precise movement, and soil moisture sensing.

Automated Waste Segregation System
AI | Robotics

Automated Waste Segregation System

Implemented an object detection system using AI and Robotics concepts and various sensors and actuators.

Chatbot

uSavior Bot

Developed a chatbot for Discord using Python, OpenAI, and Google API. Utilized Discord API, OpenAI, Google API, Selenium, Discord.py, and Music API for comprehensive functionality and integration.

ML

Heart Attack Alert System

Developed a Python-based machine learning model using SVC to predict heart attacks. Utilized skills in Machine Learning, Python, Algorithms, Pandas, and NumPy for accurate and efficient predictions.