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📊 Deep dive into Data Science
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📊 Deep dive into Data Science

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geniruphin-junior/README.md

Hi, I'm Ruphin

Machine Learning • Deep Learning • LLM Engineering • Scientific Computing







🧠 AI & Research Focus

My work focuses on understanding, implementing, and experimenting with modern machine learning systems.

Core Interests

  • 🧠 Deep Learning & Neural Networks
  • 🔬 Machine Learning Research
  • 🤖 Large Language Models
  • 📐 Mathematical Optimization
  • 🧮 Numerical & Scientific Computing
  • ⚡ Efficient AI Systems

🐍 Python Identity

class Ruphin:

    def __init__(self):

        self.name = "Ruphin Bahati"
        self.role = "AI Research Engineer"

        self.languages = [
            "Python",
            "C++",
            "Bash"
        ]

        self.focus = [
            "Machine Learning",
            "Deep Learning",
            "Large Language Models",
            "Scientific Computing",
            "Mathematical Optimization"
        ]

        self.frameworks = [
            "PyTorch",
            "JAX",
            "NumPy"
        ]

        self.architectures = [
            "MLP",
            "CNN",
            "Transformers"
        ]

        self.environment = [
            "Linux",
            "Git",
            "Docker",
            "Jupyter"
        ]

🧠 Research Interests

🧠 Neural Networks
  •   🤖 Large Language Models
  •   📐 Optimization


🧮 Scientific Computing
  •   🔬 Representation Learning
  •   ⚡ Efficient AI


🛠 Tech Stack

💻 Programming Languages



🧠 Machine Learning & Scientific Computing





🔧 Development & Research Tools




🔬 Selected Work

Project Focus Stack
🤖 Ruphia AI AI systems & experimentation Python
📊 Data Analyzer Data processing & analysis Python • Pandas
🧬 BioPy Scientific & biological computing Python

📊 GitHub Analytics


🌐 Connect



From Goma, DRC 🇨🇩

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  1. data-analizer-files data-analizer-files Public

    📊 Advanced file processing and data analysis platform featuring built-in AI executive synthesis for corporate workflows. Created with heart.

    Python 12 5

  2. statistics-in-python statistics-in-python Public

    ce depot renferme un notebook de mon apprentissage des stats en python avec pandas,numpy,skrlearn,statistics...

    Jupyter Notebook 6

  3. ROBOTICS-SEAMS-TYPES-PREDICTION ROBOTICS-SEAMS-TYPES-PREDICTION Public

    End-to-end deep learning pipeline for robotics seam type classification — custom PyTorch architecture built from scratch, trained on real-world industrial data, and deployed as a production-ready F…

    Jupyter Notebook

  4. VisionBench-Lite-A-Comparative-Study-of-CNNs-on-Small-Scale-Image-Classification VisionBench-Lite-A-Comparative-Study-of-CNNs-on-Small-Scale-Image-Classification Public

    Which pre-trained CNN wins when data is scarce? An empirical comparison of ResNet, MobileNet, and EfficientNet — with ablation studies, cost analysis, and deployment-ready code.

    Jupyter Notebook

  5. MLP-Projects MLP-Projects Public

    A PyTorch-based MLP model for predicting market prices in Goma, Democratic Republic of the Congo, using historical data and machine learning techniques.

    Jupyter Notebook 1