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Nurul Gofran

Hi, I'm Nurul Gofran

Data Scientist | ML Engineer | Reinforcement Learning Researcher | M.Sc. Data Science (FAU Erlangen)

About Me

Building Intelligent Systems with Machine Learning

Data Scientist specializing in Machine Learning, Reinforcement Learning, and Deep Learning innovations

Background

Recent M.Sc. Data Science graduate from FAU Erlangen-Nürnberg specializing in Machine Learning and Reinforcement Learning. Demonstrated expertise in building and evaluating deep RL models for multi-objective optimization. Complemented by 2 years of experience in data analysis and visualization using Python, SQL, and Tableau.

Machine Learning

Reinforcement Learning Deep Learning Neural Networks TD3 / SAC Computer Vision LLMs Transformers

Data & Tools

SQL Tableau Matplotlib Seaborn Docker GitHub Agile/Scrum

Programming

Python PyTorch TensorFlow NumPy Pandas Scikit-learn MATLAB OpenCV

Data Science

EDA Statistical Modeling A/B Testing Feature Engineering Time Series Signal Processing

Featured Projects

A selection of my recent work in machine learning and data science

🎛️

RL Controllers for Vapor-Compression Cycle

Master's Thesis

Designed and evaluated state-of-the-art, model-free Reinforcement Learning controllers for complex HVAC-R systems. Validated TD3 agent's superior performance in multi-objective control optimization at Schaeffler Technologies.

Reinforcement Learning TD3 SAC MATLAB Control Systems Multi-objective Optimization
👁️

SENSATION - Navigation for Visually Impaired

Research Project

Developed the Sidewalk Environment Detection System for Assistive NavigaTION. Utilizing advanced computer vision and machine learning techniques to enhance mobility and independence of visually impaired individuals.

Computer Vision Python OpenCV Deep Learning Object Detection
🎵

Spotify-RL-RecSys

Personal Project

Implemented a novel music recommendation system using Deep Q-Networks (DQN). Creates an intelligent agent that learns from user interactions, capturing "musical mood" through reinforcement learning.

DQN Reinforcement Learning Python Recommendation Systems Deep Learning