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itsshaliniS/README.md
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Coding

🌟 A Bit About Me

const shalini = {
    pronouns: "she" | "her",
    location: "India 🇮🇳",
    code: ["Python", "R", "SQL"],
    askMeAbout: ["ML", "Deep Learning", "Data Viz", "AI Ethics"],
    technologies: {
        ml: ["TensorFlow", "PyTorch", "Scikit-learn", "Keras"],
        dataStack: ["Pandas", "NumPy", "Matplotlib", "Seaborn", "Plotly"],
        cloudTools: ["AWS", "Docker", "Git"],
        databases: ["MySQL", "PostgreSQL", "MongoDB"]
    },
    currentVibes: "Building models that predict the unpredictable 🎯",
    funFact: "I debug with print statements and I'm not ashamed 😄"
};

💫 My Digital Playground


Data Science
Uncovering insights from complex datasets

Machine Learning
Building predictive models that learn

Deep Learning
Crafting neural networks that think

⚡ Tech Arsenal

Languages & Frameworks

Python MySQL AWS Docker

Complete Tech Stack

🎨 Featured Projects

🚴‍♀️ Bike Sharing Demand Prediction

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Regression | Time Series Analysis

Predicting bike rental patterns to optimize fleet distribution. Engineered features from temporal and weather data, achieving 85%+ accuracy in demand forecasting.

Python Pandas Scikit-learn Matplotlib Seaborn Feature Engineering


🔬 Melanoma Detection System

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Computer Vision | CNN | Medical AI

Early detection of skin cancer using deep learning. Built CNN architecture with data augmentation and handled class imbalance for better accuracy.

TensorFlow Keras OpenCV CNN Transfer Learning Medical Imaging


🏘️ House Price Prediction

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Advanced Regression | Ridge & Lasso

Predicting real estate prices with 90%+ R² score. Extensive EDA, feature engineering, and regularization techniques for robust predictions.

Python Scikit-learn Ridge Regression Lasso Cross-Validation


📹 YouTube Trend Analysis

Readme Card

EDA | Data Visualization | Analytics

Understanding what makes content go viral. Analyzed trending video patterns and created interactive visualizations to identify engagement drivers.

Python Pandas Seaborn Plotly WordCloud Statistical Analysis

🔍 View All Projects
Project Description Tech Stack Link
🚴‍♀️ Bike Sharing Demand forecasting with 85%+ accuracy Python, ML, Time Series View
🔬 Melanoma Detection CNN-based skin cancer detection TensorFlow, Keras, CV View
🏘️ House Pricing Real estate price prediction (R²>90%) Scikit-learn, Regression View
📹 YouTube Analysis Viral content pattern analysis EDA, Visualization View

📊 GitHub Analytics & Contribution Graph

GitHub Stats GitHub Streak Top Languages Top Contributed Repo

📈 Contribution Activity

📅 Detailed Contribution Stats

Repos per Language Most Commit Language
Stats Productive Time

🎯 What I'm Cooking in 2025

current_status:
  - role: "Data Science Explorer 🚀"
  - learning: ["MLOps", "Transformer Models", "Cloud Deployment", "LLMs"]
  - reading: "Designing Machine Learning Systems by Chip Huyen"
  - working_on: "End-to-end ML pipeline automation"
  
mission_2025:
  technical:
    - "Deploy 5 ML models to production ☁️"
    - "Master Kubernetes for ML workflows 🐳"
    - "Build an end-to-end recommendation system 🎯"
    - "Contribute to HuggingFace Transformers 🤗"
    - "Implement MLOps best practices 🔄"
  
  creative:
    - "Start a ML blog series 📝"
    - "Create interactive data viz dashboards 📊"
    - "Build AI tools for social good 🌍"
    - "Kaggle Expert rank (fingers crossed! 🤞)"
    - "YouTube tutorials on ML concepts 🎥"
  
  community:
    - "Mentor 10+ aspiring data scientists 👥"
    - "Speak at local tech meetups 🎤"
    - "Open source contributions every week 💻"
    - "Build in public, share learnings 📢"
    - "Organize ML study groups 📚"

side_quests:
  - "Building a cricket score predictor 🏏"
  - "Creating a mood-based playlist generator 🎵"
  - "Automating my daily workflows ⚙️"
  - "Personal portfolio website with Next.js 🌐"

🎓 Certifications & Learning Journey

📚 Currently Learning

🌈 Let's Connect & Collaborate

💌 Open to Opportunities

💭 Random Dev Quote

🐍 Watch my contribution graph get eaten by a snake!

github contribution grid snake animation

☕ Support My Work

If you like my projects and want to support my work, you can:

Buy Me A Coffee

Or simply:

  • ⭐ Star my repositories
  • 🍴 Fork and contribute
  • 📢 Share with others
  • 💬 Provide feedback

🎉 Fun Facts About Data Science

🐛
First Bug
Was an actual moth in 1947!
📊
Data Generated
2.5 quintillion bytes daily
🤖
AI Term
Coined in 1956 at Dartmouth
🧠
Neural Networks
Inspired by human brain

💡 My Dev Philosophy

"Data is the new oil, but like oil, it's valuable only when refined and analyzed properly."

My Approach:

  • 🎯 Focus on solving real-world problems
  • 📚 Never stop learning and experimenting
  • 🤝 Collaborate and share knowledge
  • ⚡ Write clean, maintainable code
  • 🌱 Contribute to open source
  • 💪 Embrace failures as learning opportunities

📈 Profile Stats Summary

GitHub Stars GitHub Followers Projects Learning

Footer

Last Updated: October 2025 | Made with ❤️ and lots of

Profile Views

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  1. Bike-sharing Bike-sharing Public

    Jupyter Notebook 1

  2. Linear-Regression Linear-Regression Public

    Forked from ContentUpgrad/Linear-Regression

    Jupyter Notebook

  3. Melanoma-Detection-Assignment Melanoma-Detection-Assignment Public

    Jupyter Notebook

  4. Surprise-Housing Surprise-Housing Public

    Jupyter Notebook

  5. Youtube_Analysis Youtube_Analysis Public

    Jupyter Notebook

  6. copilot-codespaces-vscode copilot-codespaces-vscode Public template

    Forked from skills/copilot-codespaces-vscode

    Develop with AI-powered code suggestions using GitHub Copilot and VS Code