Abrar Amiya

Intro

My full name is Md. Abrar-ud-doula Amiya. I am currently studying in BRAC University. I am from Dhaka, Bangladesh.

I am a second-year computer science student with a deep passion for the exciting and rapidly-evolving fields of artificial intelligence, machine learning, and robotics. My unwavering patience, prudence, and perseverance are among my defining traits, and I firmly believe that failure is a necessary step on the path to success. With an insatiable thirst for knowledge, reading is one of my favorite pastimes, and I am constantly immersing myself in everything from technical journals and research papers to novels and thought-provoking articles. I am driven by a desire to achieve greatness, and I believe that my dedication, discipline, and attention to detail will serve me well as I pursue my goals in the world of computer science and beyond

My work [Click Here]

Work

On process. Most of the code is copied from online resource. A* Search Algorithm is a simple and efficient search algorithm that can be used to find the optimal path between two nodes in a graph. It will be used for the shortest path finding.

GUI tinker module in Python. It creates a 3x3 grid of buttons, each representing a cell on the Tic Tac Toe board. When a player clicks on a cell, their symbol (X or O) is displayed on the button, and the game checks for a winner or tie.

OpenCV is a huge open-source library for computer vision, ML, and image processing. It plays a major role in real-time operations. By using it, one can process images and videos to identify objects, faces, or even handwriting.

Built with Turtle and pygame. Turtle is a pre-installed Python library that enables users to create pictures and shapes by providing a virtual canvas. The onscreen pen used for drawing is called the turtle.

Data Science & Optimization Projects

Supply Optimization & Cohort Clustering Framework (SQL, Python, Tableau, Jupyter Notebooks)
Developed a robust driver supply strategy using segmentation, clustering, and incentive design. Built spectral biclustering algorithms, cohort tracking for Prime, Plus, and New Drivers, and applied RFM analysis to improve retention. Achieved a 25% increase in supply activation and 18% reduction in churn.

A/B Testing Infrastructure & Experimental Design for Driver Incentives (Python, Pandas, Sampling, ANOVA)
Designed and deployed A/B testing systems for incentive experiments. Handled cohort assignments, funnel analysis, and experimental evaluation for pricing and commission strategies. Improved reward efficiency by 40%.

Product Analytics & UX Optimization on Driver and Rider Apps (SQL, Figma, Excel, Product Strategy)
Analyzed app friction points and improved UX design for better engagement. Increased adoption and task completion by 15% through metric instrumentation and redesign validation.

Fare Intelligence, Pricing Strategy, and Forecasting Systems (Python, Selenium, Excel, SQL)
Developed fare tracking pipelines using scraped competitor pricing and weather data. Improved pricing accuracy and earnings logic for intercity trips and campaign evaluations.

Incentive Planning & Performance Dashboards (Tableau, SQL, Excel, Meta Ads)
Built dashboards for tracking commission burn, OKRs, and campaign impact. Integrated Google/Meta ad data to support zone-based targeting, reducing incentive waste by 30%.

Machine Learning Projects

Built a CNN on CIFAR-10 using Keras. Included dropout, overfitting prevention, and model evaluation for image classification.

Used logistic regression to predict survival based on demographics. Demonstrates supervised classification on a historical dataset.

Applied KNN to classify cancer types based on diagnostic data. Achieved high precision and recall by optimizing the model.

Trained a decision tree classifier to suggest drugs based on historical patient data. Supports personalized medicine initiatives.

Web Development Projects

Full-featured bookstore with Laravel and MySQL backend, and Bootstrap-powered frontend. Features product display, cart, checkout, and admin panel functionalities.

About

I went to Ideal School and College. My high school was Dhaka College. Currently, I am a Computer Science student of Bracu University.

Contact

• Twitter
• Facebook
• Instagram
• GitHub
• GitHub

Elements

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