šHi, I'm Rasel Mahmud
A self motivated aspiring Machine Learning Engineer
I am a Master's student in Software Engineering at USTC, specializing in Machine Learning for AI-driven solutions.
I have good understanding in supervised and unsupervised learning, deep learning, NLP, and computer vision, with strong skills in data preprocessing, model evaluation, and frameworks like PyTorch and Scikit-learn.
Passionate about solving real-world challenges, I aim to apply my skills in dynamic projects that make a meaningful impact in AI. Let's connect!
Education
University of Science and Technology of China (USTC)
Master's in Software Engineering || 2023 ~ 2026
Key technical competencies developedšÆ
Advanced Programming
Python, C++, Java, JavaScript, TypeScript
Machine Learning & AI
Regression, Classification, Clustering, Deep Learning (CNNs, RNNs, Transformers)
Big Data & Cloud Technologies
Spark, AWS, Distributed Computing
Software Development & Engineering
Web Development (React, Node.js, Next.js), API Development
Algorithms & Data Structures
Sorting, Searching, Graph Algorithms, Dynamic Programming
Research & Optimization
Model Optimization, Hyperparameter Tuning, Statistical Inference
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Southwest Petroleum University (SWPU)
Bachelor's in Electrical and Automation Engineering || 2019 - 2023
Key technical competencies developedš
Programming & Software Development
C Programming, MATLAB, Database Management
Artificial Intelligence Fundamentals
Basic AI algorithms, Control Systems, Complex Analysis
Automation & Control
PLC Programming, Industrial Automation, Robotics
Data Analysis & Visualization
Statistical Analysis, Data Processing using MATLAB
Embedded Systems
Microcontrollers, Signal Processing, IoT Basics
Mathematical & Logical Thinking
Probability, Linear Algebra, Optimization Techniques
Projects
Emerging Trend Detection using Reinforcement Learning A2C
Advantage Actor-Critic (A2C) reinforcement learning algorithm to detect emerging trends in tweets. The RL agent learns to optimize actions (post, edit, delete) based on engagement metrics such as likes, retweets, and quotes.
View Project āReal Time Hand Gesture Recognition using Vision Transformer ViT
Analysis the use of Vision Transformer (ViT) for real-time hand gesture recognition using a webcam. The model is trained to recognize hand gestures representing digits (1-10) from the Chinese Hand Gesture Number Recognition Dataset and ASL Dataset which shows outperform.
View Project āDeep Q Network DQN Variants Analysis for Optimization
A systematic way PyTorch implementations of three DQN variants: Classic DQN, Double DQN, and Dueling DQN. These implementations are designed for OpenAI Gymnasium environments, demonstrating the evolution and improvements in DQN architectures.
View Project āNanoGPT Fine-Tune for Domain specific Task
Fine-tuned NanoGPT for domain-specific tasks, focusing on generating quotes and English poems. Using a pre-trained NanoGPT model, I adapted it to these specific use cases by training it on relevant datasets, enabling it to generate creative and contextually appropriate outputs. The model demonstrated moderate-level performance after training, successfully producing coherent and meaningful quotes and poems. This project allowed me to explore the nuances of fine-tuning language models for specialized tasks and gain hands-on experience with training and evaluating text generation models.
View Project āExperiences
Freelance Full Stack Developer | Fiverr (International Marketplace)
Aug 2021 - Feb 2022šDeveloped custom solutions for clients, integrating both frontend and backend technologies (JavaScript, Python, SQL).
šManaged and processed large datasets to design data-driven applications with high user traffic, which involved data management techniques applicable to data science.
šEnsured responsive and scalable web applications, optimizing for both performance and usability.
Backend Developer Intern | HelpBridge
Aug 2021 - Feb 2022āDesigned and optimized backend features and APIs to handle large datasets and user data efficiently, laying a foundation for scalable data processing systems.
āFocused on data management, query optimization, and system performance, skills highly relevant to machine learning model development and backend algorithms.
āEnsured responsive and scalable web applications, optimizing for both performance and usability.
Web Designer | Public Health Audiovisual Documenter (PhaDoc)
Aug 2021 - Feb 2022šLed the design and responsive implementation of web pages for a public health platform, ensuring an optimal user experience.
šDeveloped user-friendly data visualizations and dashboards to communicate complex health data, which aligns with data scienceās focus on creating meaningful visual data representations.
šEnsured responsive and scalable web applications, optimizing for both performance and usability.
CodeCamp & Scrum Leader | Programming Hero
Aug 2021 - Feb 2022š„Led an Agile team of frontend developers to build responsive web applications, enhancing collaboration with cross-functional teams.
š„Contributed to creating interactive, user-focused data visualizations, applying skills that are transferable to building front-end applications for data science.
š„Ensured responsive and scalable web applications, optimizing for both performance and usability.
Awards
China Scholarship Council (CSC) Award - July 2023
Awarded the prestigious China Scholarship Council (CSC) scholarship for outstanding academic performance and research potential, enabling full support for studies in Software Engineering at a top Chinese institution.
Secured competitive funding through the CSC, demonstrating excellence in research and academic achievement within the field of Software Engineering.
Belt and Road Scholarship Winner - October 2022
Honored with the Belt and Road Scholarship for exceptional academic and leadership potential, providing opportunities for cross-cultural learning and research collaboration between China and global institutions.
Recognized for outstanding contribution to fostering international cooperation and enhancing educational exchanges in the context of the Belt and Road Initiative.