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cybermad7373/README.md

👋 Hi, I'm Ruthra(Ruthravarshan)!

Welcome to my GitHub profile! I am a passionate Data Scientist and Machine Learning Enthusiast. I am deeply involved in solving real-world problems through AI, ML, and Data Science, and I enjoy experimenting with various datasets and technologies to uncover meaningful insights.


🚀 About Me

I am an intermediate-level Machine Learning Engineer with experience working on real-world AI and ML projects. I have a strong foundation in data analysis, exploratory data analysis (EDA), and predictive modeling, using various tools and technologies to create impactful solutions.


🔧 Technologies & Tools

Programming Languages:

  • Python Python
  • Core Java Java
  • SQL SQL
  • R R (Basic)

Machine Learning & AI Frameworks:

  • scikit-learn scikit-learn
  • TensorFlow TensorFlow
  • PyTorch PyTorch
  • Keras Keras

Data Analysis & Visualization:

  • Pandas Pandas
  • NumPy NumPy
  • Matplotlib Matplotlib
  • Seaborn Seaborn

Deep Learning Architectures:

  • CNN CNNs (Convolutional Neural Networks)
  • RNN RNNs (Recurrent Neural Networks)
  • LSTM LSTMs (Long Short-Term Memory Networks)
  • Transformers Transformers

📈 Projects

IoT and ML-Based Anti-Theft Protection Kit

  • Designed a hardware model combining IoT and Machine Learning for laptop security.
  • Features include GPS tracking, AES-256 encryption, and anomaly detection using SVM.

Handwritten Text Recognition

  • Developed an OCR solution using CNN and RNN, achieving 87% accuracy.

Railway CCTV Monitoring

  • Built a real-time AI-driven surveillance system for crowd management and security, improving response times by 35%.

Chatbot for Police Investigations

  • Created a chatbot to assist police officers by providing step-by-step guidance and real-time interrogation support using reinforcement learning.

🌱 Currently Exploring

  • Reinforcement Learning: Enhancing intelligent systems for adaptive decision-making.
  • MLOps: Streamlining model deployment and scalability.
  • IoT Security: A hardware-based Anti-Theft Protection Kit for laptops combines IoT, ML, AES-256 encryption, and GPS tracking to ensure robust security, even offline or compromised.

📫 Let's Connect

Feel free to connect for collaboration, innovative projects, or professional opportunities!

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