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M.sc in A.I
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M.sc in A.I

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suraj5424/README.md

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"Transforming Data into Intelligence. Building Ethical, Scalable AI Solutions."


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🧭 About Me

I’m a passionate AI Engineer and Data Scientist with dual Master's degrees in Mathematics and Artificial Intelligence. I specialize in building scalable machine learning systems, working with large language models, and deploying real-world AI solutions. My work bridges theory and practice — turning cutting-edge research into robust, production-grade models.

What drives me:

  • ⚙️ Solving real-world problems using data and AI
  • 🔍 Exploring Generative AI & LLMs
  • 🔒 Advocating for transparent, ethical, and explainable AI
  • 🚀 Scaling solutions with MLOps and cloud infrastructure

💡 What I Do

🧠 Expertise 🔍 Core Focus Areas
🤖 Machine Learning & Deep Learning 🕸️ Neural networks · 🔄 Transfer learning · ⚙️ Model optimization
🎨 Generative AI 🤖 GPT-based models · 🌈 Diffusion models · 🧰 Hugging Face · 🔗 LangChain
📊 Data Science 🧹 Data wrangling · 🔎 Exploratory Data Analysis (EDA) · 🏗️ Feature engineering
🚀 MLOps & Deployment 🔧 CI/CD · 🐳 Docker · ☁️ Scalable pipelines (AWS · Heroku · Azure)
📐 Mathematical Modeling 🎲 Probability · 📈 Statistics · 🎯 Optimization

🔧 Tech Stack

Languages & Tools
Python C++ PostgreSQL

AI & ML
TensorFlow PyTorch Scikit-learn Pandas NumPy

Cloud & DevOps
AWS GCP Azure Docker

Big Data & Databases
Hadoop Apache Spark MySQL MongoDB


📈 GitHub Stats

GitHub Stats


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  1. Traffic_sign_Classification_EdgeAI_Pruning_Quantization Public

    🚦 Classifies German traffic signs using a compact CNN 🧠. Combines pruning and quantization ⚙️ for Edge AI 🤖. Delivers high accuracy 📊, low latency ⚡, and efficient performance 💾.

    Jupyter Notebook

  2. Sudoku-Puzzle-Identifier-and-Solver Public

    A Jupyter Notebook 📓 equipped with code 💻 for identifying the position of digits 🔢 in a Sudoku puzzle 🧩 and solving it ✅. The notebook implements algorithms ⚙️ for Sudoku puzzle solving, offering a…

    Jupyter Notebook

  3. ROS-2-integration-with-MIRA-frame-work Public

    Integrated ROS2 🤖 into MIRA-based robot navigation 🤖🚗, overcoming errors ⚠️ & hardware challenges 🛠️. Improved capabilities 🚀, set stage for future enhancements 🔧. Proficient in ROS2 Nav2 stack 📦 &…

    1

  4. Q-Learning-for-Blackjack-in-different-environments Public

    This repository 📂 implements Q-Learning 🤖 in Blackjack 🃏, comparing it with random action selection 🎲 and basic strategies 📋. Includes experiments 🔬 with various strategies, rule variations ⚖️, and…

    Jupyter Notebook

  5. Text-Clustering-with-Sentence-Transformers Public

    This project 🚀 demonstrates text clustering 📝🔗 using SBERT embeddings 🤖. Includes text preprocessing 🧹, K-Means 🔵 and DBSCAN clustering 🌐, and visualization of clusters 📊. See scripts/ 🗂️ for detai…

    Jupyter Notebook 1 2

  6. Stacking-library Public

    A powerful ensemble learning class 💪🤖 that supports multi-layer stacking 📚 and blending models 🔄 for regression tasks 📉, with K-fold cross-validation 🔄✅ and hold-out validation set options 🛑, for r…

    Python