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Karansaini260/README.md

Karandeep Singh — Junior Data Scientist

👋 Hi, I'm Karandeep Singh

Junior Data Scientist · Python · Machine Learning · Computer Vision
I learn by building — real projects, from stock screeners to medical imaging models.

GitHub followers Projects Profile views


🎯 About Me

I'm a Junior Data Scientist building a strong foundation in ML by shipping real projects:

  • 🐍 Python-first — Pandas, scikit-learn, TensorFlow/Keras, PyTorch, OpenCV
  • 📈 Finance + ML — built a real-time Nifty 100 stock screener with ML signal filtering
  • 🩺 Medical AI — currently competing in the RSNA 2026 knee-MRI Kaggle challenge
  • 👁️ Computer Vision — face detection, face swap, tampering detection, image classification
  • Generative AI — Gemini-powered apps & Stable Diffusion pipelines
  • 🌱 Currently learning — MLOps, model deployment, and LLM engineering

🛠️ Tech Stack

🚀 LIVE Projects (deployed & running)

Project Live URL What it does
💧 Image Watermark Tool karansaini260.github.io/watermark Upload → add text/logo watermark → download (100% in-browser)
🍄 Mario Game karansaini260.github.io/mario Playable platformer with physics engine + auto-play AI
🪪 PAN Card Tampering karansaini260.github.io/PAN-Card-Tampering-Detection Tamper detection with OpenCV + SSIM
🔄 Face Swap karansaini260.github.io/Face-Swap-App Face swap with OpenCV + dlib
🏠 Projects Hub karansaini260.github.io All my projects in one place

🚀 Featured Projects

Project Description Stack
📈 NSE Screening Real-time Nifty 100 screener — SMMA crossovers + ML signal filtering Python · Tkinter · scikit-learn
🦵 RSNA Knee Detection Kaggle: detect 12 knee abnormalities from MRI + radiology reports PyTorch · pydicom · Multimodal
💬 Gemini AI App Streamlit chat app powered by Google Gemini Python · Streamlit · Gemini
😀 Face Detection App Real-time face detection with OpenCV Python · OpenCV
Angular Todo List Feature-rich to-do app Angular · TypeScript · Bootstrap
📊 Trader Behavior Analysis Deep EDA of trader data → insights + PDF report Python · Pandas

📊 GitHub Stats

GitHub stats Top languages
GitHub streak

🤝 Open to Collaboration

I'm actively looking for Junior Data Scientist / ML Engineer opportunities and love collaborating on open source. My repos are MIT-licensed with contribution guides and good first issue labels — pull requests welcome!

If you'd like to co-develop a project or just chat about ML, open an issue or reach out!

📬 Let's Connect

⭐ Explore my repositories and star anything you find interesting!

Popular repositories Loading

  1. Wildlife-Conservation-CNN Wildlife-Conservation-CNN Public

    Wildlife conservation in Côte d'Ivoire — deep learning & computer vision project (WorldQuant University)

    Jupyter Notebook 1

  2. Crop-Disease-Classification Crop-Disease-Classification Public

    Crop disease classification from Uganda field images with CNNs

    Jupyter Notebook 1

  3. Traffic-Monitoring-Object-Detection Traffic-Monitoring-Object-Detection Public

    Real-time object detection for traffic monitoring in Dhaka, Bangladesh

    Jupyter Notebook 1

  4. Face-Recognition-India Face-Recognition-India Public

    Face detection & recognition with MTCNN + Inception-ResNet

    Jupyter Notebook 1

  5. Medical-Imaging-GAN Medical-Imaging-GAN Public

    GANs for medical imaging — generate synthetic X-rays and MRIs (guided project)

    Jupyter Notebook 1

  6. Stable-Diffusion-Image-Generator Stable-Diffusion-Image-Generator Public

    Stable Diffusion image generation pipeline with a Streamlit front-end

    Jupyter Notebook 1