プロフィール詳細

プロジェクトを作成

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Mahamudul H.に依頼

Bangladesh

Freelance Statistician & Data Analyst | Expert in ML, RL, DL and Python, Pytorch, Numpy, JAX, Game Theory, Fuzzy Logic

プロフィール概要

I am a final-year engineering student in the Department of Industrial and Production Engineering at Bangladesh University of Engineering and Technology (BUET). My academic and research interests span Machine Learning, Deep Learning, Large Language Models, Reinforcement Learning, Numerical Analysis, Operations Research, Game Theory, Fuzzy Logic, and Probability and Statistics. I have been involved in multiple research projects, resulting in several conference and journal publications. My work primarily focuses on addressing computationally challenging problems. Currently, I am working on solving large-scale intractable game-theoretic problems using reinforcement learning, as well as developing methods for large-scale nonlinear constrained optimization.

専門分野

• ★ Machine Learning
• ★ Artificial Intelligence
• ★ Bayesian Statistics
• ☆ Safety & Reliability Engineering
• ☆ Data Analysis
• ☆ Image Processing
• ☆ Computer Simulation/Computational Modeling
• ☆ Predictive Modeling & Analytics
• ☆ Data Processing
• ☆ Data Exploration
• ☆ Cluster Analysis
• ☆ Data Visualization
• ☆ Data Collection
• ☆ Data Manipulation
• ☆ Data Cleaning
• ☆ Natural Language Processing
• ☆ Neural Networks
• ☆ Pattern Recognition
• ☆ Deep Learning
• ☆ Computer Vision
• ☆ Fuzzy Logic
• ☆ Statistics
• ☆ Statistical Theory
• ☆ Applied Statistics
• ☆ Comparative Analysis
• ☆ Social Statistics
• ☆ Meta-Analysis
• ☆ Regression Analysis
• ☆ Multivariate Analysis
• ☆ Nonlinear Regression
• ☆ Correlation Analysis
• ☆ Statistical Computing
• ☆ Mathematical Optimization
• ☆ Differential Equations
• ☆ Computational Mathematics
• ☆ Stochastic Processes
• ☆ Game Theory
• ☆ Engineering Design
• ☆ Python
• ☆ Matlab
• ☆ Excel
• ☆ Tensorflow
• ☆ LaTex
• ☆ Scikit-learn
• ☆ Health Economics
• ☆ Sustainable Development
• ☆ Consumer Behavior & Theory

サービス

• Data & AI

Data & AI Predictive Modeling, Statistical Analysis, Image Processing, Image Analysis, Algorithm Design-Non ML, Algorithm Design-ML, Data Visualization, Text Mining & Analytics, Data Mining, Data Cleaning, Data Processing, Data Insights

職務経験

Undergraduate Student

Bangladesh University of Engineering and Technology

1月 2022 - 現在

学歴

BSc

Bangladesh University of Engineering & Technology

1月 2026 - 現在

認定資格

• BSc Engineering

  Bangladesh University of Engineering & Technology

  1月 2026 - 現在

出版物

CONFERENCE PAPER

Siddique, Mahamudul Hassan, et al. "A Comparative Study of Genetic Algorithm and Multi-Agent Dueling DQN for a Complex Deterministic VRP." 8th IEOM Bangladesh International Conference on Industrial Engineering and Operations Management. 2025, https://doi.org/10.46254/BA08.20250090 .

Haque, Fahimul, et al. "A Machine Learning–Driven Framework for Modeling and Forecasting Suicide Mortality in Asia: The Role of Multidimensional Socio-Economic Determinants." 8th IEOM Bangladesh International Conference on Industrial Engineering and Operations Management. 2025, https://doi.org/10.46254/BA08.20250013 .

Siddique, Mahamudul Hassan, and Haque, Fahimul. "A Multi-Agent Reinforcement Learning Approach for Recovering Evolutionarily Stable Strategies in Evolutionary Games Using Proximal Policy Optimization." 8th IEOM Bangladesh International Conference on Industrial Engineering and Operations Management. 2025, https://doi.org/10.46254/BA08.20250076 .

Siddique, Mahamudul Hassan, et al. "Initialization-Free Non-Linear Constrained Optimization Using A Bayesian Self-Supervised MLP." 8th IEOM Bangladesh International Conference on Industrial Engineering and Operations Management. 2025, https://doi.org/10.46254/BA08.20250052 .

JOURNAL ARTICLE

Mahamudul Hassan Siddique A Cross-Regional Empirical Investigation of Suicide Determinants in Asia and Europe: Integrating Statistical Modelling and Machine Learning Approaches. Socio-Economic Planning Sciences.