🎯 Passionate Data Scientist with expertise in Machine Learning, Deep Learning, and Business Intelligence, complemented by strong Full-Stack Development skills. I specialize in building end-to-end data science solutions and AI-powered web applications that bridge the gap between complex analytics and user-friendly interfaces.

• 🔭 Currently working on: Advanced MLOps pipelines, AI-powered web applications, and intelligent analytics dashboards
• 🌱 Learning: LLM Fine-tuning, Computer Vision, MLOps at scale, and Serverless ML architectures
• 🤝 Open to collaborate on: Data Science projects, ML research, AI web applications, and Open Source initiatives
• 💬 Ask me about: Python, Machine Learning, React, Node.js, Data Visualization, SQL optimization, Docker containerization
• ⚡ Philosophy: "Data is the new oil, but insights delivered through intuitive applications are the refined fuel that drives decisions"

# My Data Science Workflow
data_pipeline = {
    "data_collection": ["APIs", "Web Scraping", "Databases", "IoT Sensors"],
    "data_processing": ["Pandas", "NumPy", "Dask", "Apache Spark"],
    "analysis": ["Statistical Modeling", "Hypothesis Testing", "A/B Testing"],
    "visualization": ["Power BI", "Matplotlib", "Seaborn", "Plotly", "Tableau"],
    "deployment": ["Streamlit", "FastAPI", "Docker", "Cloud Platforms"],
    "insights": ["Business Intelligence", "Predictive Analytics", "Prescriptive Analytics"]
}

# ML/AI Specializations
ml_expertise = {
    "supervised_learning": ["Regression", "Classification", "Ensemble Methods"],
    "unsupervised_learning": ["Clustering", "PCA", "Association Rules"],
    "deep_learning": ["Neural Networks", "CNN", "RNN", "Transformers"],
    "nlp": ["Text Processing", "Sentiment Analysis", "Language Models"],
    "computer_vision": ["Image Classification", "Object Detection", "OCR"],
    "mlops": ["Model Deployment", "Monitoring", "CI/CD for ML"]
}

// Web Development Stack
const fullstack_skills = {
    "frontend": ["React", "Next.js", "TypeScript", "Tailwind CSS", "Material-UI"],
    "backend": ["Node.js", "Express", "FastAPI", "Laravel", "Django"],
    "mobile": ["Flutter", "React Native"],
    "databases": ["MongoDB", "PostgreSQL", "MySQL", "Firebase"],
    "cloud": ["AWS", "Google Cloud", "Docker", "Kubernetes"]
}

• 🏠 Real Estate Price Prediction - End-to-end ML pipeline with feature engineering, model deployment via FastAPI
• 📈 Stock Market Analysis & Forecasting - Time series forecasting using LSTM with interactive React dashboard
• 🔍 Customer Segmentation Platform - RFM analysis with clustering algorithms deployed as web application
• 🤖 Intelligent Chatbot with NLP - Context-aware conversational AI using transformer models and React frontend
• 🎯 Predictive Analytics Dashboard - Real-time ML predictions with Power BI integration and web interface

• 💼 Executive Sales Dashboard - Interactive Power BI dashboard with KPIs, trend analysis, and web portal
• 📋 Supply Chain Optimization Suite - SQL-based analysis with Laravel web interface for inventory management
• ⚡ Real-time Analytics Platform - Streaming data pipeline with Apache Kafka, Spark, and React frontend
• 🔄 A/B Testing Framework - Statistical testing platform with automated reporting and web dashboard

• 🐳 ML Model Containerization - Docker-based deployment with CI/CD pipelines and web monitoring
• 📦 Feature Store Implementation - Centralized feature management with web interface
• 🔄 Automated ML Pipeline - End-to-end workflow with monitoring dashboard

• Data Scientist Certification - DataCamp
• Data Analyst Certification - DataCamp
• AI Engineer for Data Scientists - DataCamp

current_focus_2024 = {
    "primary_data_science": [
        "Advanced LLM Fine-tuning & RAG Systems",
        "MLOps at Scale with Kubernetes", 
        "Real-time ML with Apache Kafka & Streaming",
        "Causal Inference & Advanced Experimentation",
        "Computer Vision for Production Applications"
    ],
    "web_development_integration": [
        "AI-powered React Applications",
        "ML Model Serving with FastAPI",
        "Real-time Data Dashboards", 
        "Mobile Analytics with Flutter",
        "Serverless ML Architectures"
    ],
    "research_interests": [
        "Explainable AI (XAI) in Web Applications",
        "AutoML & Neural Architecture Search",
        "Federated Learning Systems",
        "Time Series Forecasting at Scale",
        "Reinforcement Learning for Recommendation Systems"
    ]
}