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  • 12:44 (UTC -12:00)

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bengentle10/README.md

πŸ‘‹ Hi, I'm Bernard Marfo-Adjei

πŸš€ Exploring ML Model Development & Edge Deployment

Typing SVG


🎯 About Me

Creating solutions that drive real impact.

I'm drawn to the challenge of deploying machine learning models on resource-constrained devices. Training a neural network on a GPU cluster and then making it run efficiently on a microcontroller with 256KB of memory - that's the kind of problem I find compelling. My focus is Embedded AI and Hardware-Software Co-design, learning how to bridge ARM Cortex-M and RISC-V architectures with modern inference engines.

class EmbeddedAI_Engineer {
    public:
        vector<string> interests = {
            "TinyML Applications", "Model Compression", 
            "AI Hardware Accelerators", "Edge Intelligence"
        };
        string passion = "Transforming power engineering & healthcare with AI";
        bool always_learning = true;
};

πŸ”¬ Research Focus: Diving deep into TinyML - figuring out how to build efficient inference engines using low-level C++ optimization and quantization techniques. I'm also exploring the exciting world of AI hardware accelerators and what's possible when we push the boundaries of edge computing.

πŸ’‘ What Drives Me: I love the idea of creating technology that genuinely helps people - whether it's making power grids smarter, healthcare more accessible, or advancing research capabilities. There's nothing quite like the thrill of solving a problem that seemed impossible at first!


πŸ› οΈ Tech Stack & Expertise

🧠 AI & Machine Learning

TensorFlow PyTorch TinyML Edge AI

πŸ’» Programming Languages

C++ C Python JavaScript TypeScript Java

πŸ”§ Embedded Systems & Hardware

Arduino Raspberry Pi ARM RISC-V

🌐 Web Development

React Next JS TailwindCSS Material UI

πŸ”¬ Simulation & Design Tools

MATLAB Proteus Simulink


πŸ“Š GitHub Analytics

GitHub Streak


πŸš€ Featured Projects

πŸ”¬ Physics-Informed Neural Networks

Python PyTorch Status

Dynamic State Estimation for Power Systems

  • 🧠 Physics-informed loss functions
  • ⚑ Multi-objective optimization
  • πŸ“Š Real-time monitoring (33/57/118-bus)
  • πŸ”¬ Research project with promising results

Private repository - Academic research in progress


πŸ“‘ IoT Soil Resistance Monitoring System

Smart Agriculture & Electrical Safety | Arduino, C++, GSM, IoT

  • 🌱 50% water savings through intelligent irrigation
  • πŸ“± Real-time GSM alerts for remote monitoring
  • 🏭 Industrial applications for electrical grounding safety

πŸ“ˆ Contribution Activity

Activity Graph


🎯 Research Interests & Current Focus

πŸ”¬ Research Areas

Embedded_AI:
  - TinyML Applications
  - Model Compression
  - Quantization Techniques
  - Real-time Inference

Hardware_Acceleration:
  - AI Hardware Accelerators
  - ARM Cortex-M Optimization
  - RISC-V Implementation
  - Low-power Computing

Applications:
  - Power Engineering
  - Healthcare IoT
  - Smart Agriculture
  - Industrial Automation

πŸ“Š Current Projects

  • 🧠 TinyML Engine: Custom inference framework for Cortex-M
  • ⚑ Power System AI: Real-time grid monitoring with edge intelligence
  • πŸ₯ Healthcare IoT: Wearable devices with embedded AI
  • 🌱 Smart Agriculture: AI-powered crop monitoring systems

πŸŽ“ Learning Journey

  • Advanced RISC-V architecture
  • Quantum computing for edge devices
  • Neuromorphic computing
  • 5G/6G edge intelligence

🌟 Let's Connect & Collaborate!

πŸ’¬ "Let's chat and brainstorm how we can team up to change lives through technology!"

LinkedIn GitHub Email

🀝 Open to Collaborate On:

πŸ”¬ Research in Embedded AI | πŸ’‘ Hardware-Software Co-design | πŸš€ TinyML Applications | ⚑ Power Engineering Solutions


πŸ’­ Philosophy

"The future belongs to those who can seamlessly merge artificial intelligence with the physical world, creating solutions that are not just smart, but truly intelligent."

Visitor Count

⭐ Fun Fact: Currently optimizing neural networks to run on microcontrollers with less memory than this README file! πŸ€–

πŸ“Š Detailed GitHub Metrics

Metrics

Pinned Loading

  1. remote-soil-resistance-monitoring remote-soil-resistance-monitoring Public

    C++

  2. ai-flashcards ai-flashcards Public

    ai-flashcard

    JavaScript

  3. ai-rate-prof ai-rate-prof Public

    Jupyter Notebook

  4. customer-support-ai customer-support-ai Public

    JavaScript

  5. pantry-tracker pantry-tracker Public

    JavaScript