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sankaran-s2001/README.md

Hi πŸ‘‹, I'm Sankaran S

Junior Data Scientist | Data Analyst | AI & ML Enthusiast

🎯 1.5+ Years Experience β€’ πŸš€ 20+ DS Projects β€’ πŸ“Š Business Analytics


🎯 About Me

Experienced Data Scientist with 1.5+ years in building production-ready ML systems, RAG applications, and computer vision solutions. Proven track record of delivering 90%+ accuracy models and automated document-processing pipelines that solve real business problems.

πŸ”₯ Key Highlights:

  • βœ… IBM Data Analyst Professional Certificate (11 courses completed)
  • βœ… 20+ End-to-End Data Science Projects from concept to deployed and production-ready
  • βœ… Production-Ready AI Applications: RAG systems, Computer Vision, ML models
  • βœ… Business Impact Projects: Revenue prediction, sentiment analysis, recommendation systems
  • βœ… Technical Skills: Python, SQL, Power BI, Machine Learning, RAG

πŸš€ Featured Projects Portfolio

πŸ† FLAGSHIP PROJECTS

🧠 SmartPDF AI-RAG System ⭐ FLAGSHIP

Advanced Retrieval-Augmented Generation for Document Intelligence

  • πŸ”₯ AI-powered document Q&A system with LangChain & HuggingFace integration
  • 🎯 Context-aware responses using PDF processing & vector embeddings
  • πŸš€ Memory-enhanced conversations with FAISS vector database
  • πŸ’Ό Use Cases: Document analysis, automated Q&A, information retrieval
  • Tech Stack: Python LangChain FAISS HuggingFace Streamlit RAG NLP
  • πŸ”— View Project

πŸ€– MACHINE LEARNING PROJECTS

πŸ” Object Detection & Recognition System

Real-time Visual Intelligence Application

  • 🎯 Multi-object detection with bounding boxes and confidence scores
  • πŸš€ Interactive web interface for image analysis
  • πŸ’‘ Pre-trained model integration for accurate recognition
  • Tech Stack: Python OpenCV Computer Vision Deep Learning Streamlit
  • πŸ”— View Project

😊 Emotion Classification System

NLP-Based Sentiment Analysis Tool

  • 🧠 Text emotion detection using TF-IDF vectorization & Random Forest
  • 🎯 Multi-class classification: Happy, Sad, Angry, Fear, Surprise
  • πŸš€ Real-time analysis with confidence scoring
  • Performance: 80%+ classification accuracy
  • Tech Stack: Python NLP TF-IDF Machine Learning Scikit-Learn
  • πŸ”— View Project

🏏 IPL Score Predictor

Machine Learning Cricket Analytics

  • 🎯 Match outcome prediction using team statistics
  • πŸš€ Live data integration for real-time predictions
  • πŸ’‘ Interactive web app with user-friendly interface
  • Tech Stack: Python Machine Learning Cricket Analytics Streamlit
  • πŸ”— View Project

🎬 RECOMMENDATION SYSTEMS

🎭 Movie Recommendation Engine

Content-Based Filtering with API Integration

  • πŸ”₯ Intelligent recommendations using cosine similarity
  • 🎯 Real-time movie data via OMDB API
  • πŸš€ Personalized suggestions based on user preferences
  • Tech Stack: Python NLP TF-IDF API Integration Streamlit
  • πŸ”— View Project

πŸ“š Book Recommendation System

Collaborative Filtering for Personalized Suggestions

  • 🧠 Advanced filtering algorithms with user-item matrices
  • 🎯 Popularity-based recommendations for new users
  • πŸš€ Similarity-based matching using cosine similarity
  • Tech Stack: Python Machine Learning Collaborative Filtering Streamlit
  • πŸ”— View Project

πŸ“Š BUSINESS ANALYTICS PROJECTS

β˜• Coffee Shop Revenue Predictor

ML-Powered Business Forecasting

  • 🎯 Daily revenue prediction using regression algorithms
  • πŸš€ Seasonal analysis with day-of-week patterns
  • πŸ’Ό Business Intelligence: Operations optimization, planning support
  • Tech Stack: Python Machine Learning Regression Streamlit
  • πŸ”— View Project

πŸ₯ Diabetes Risk Predictor

Healthcare Analytics Application

  • 🧠 Risk assessment model for early detection
  • 🎯 Patient data analysis with ML algorithms
  • πŸš€ Interactive health tool for awareness and prevention
  • Tech Stack: Python Machine Learning Healthcare Analytics Streamlit
  • πŸ”— View Project

πŸ’° FINANCIAL & MARKET ANALYSIS

πŸ’Ž Gold Price Predictor

Financial Market Analysis Tool

  • πŸ“ˆ Price prediction model using historical data
  • 🎯 Market trend analysis with machine learning
  • πŸš€ Interactive interface with Gradio framework
  • Tech Stack: Python Machine Learning Financial Analysis Gradio
  • πŸ”— View Project

πŸ“ˆ DATA ANALYTICS & VISUALIZATION

🏒 Advanced Power BI Dashboard Collection

Business Intelligence Solutions

  • πŸ“Š Data Professional Survey Dashboard: 500+ professionals career insights
  • πŸ›’ E-commerce Sales Analytics: Performance metrics & trends
  • πŸ₯ Healthcare Analytics Dashboard: Patient demographics analysis
  • πŸ›οΈ Blinkit Grocery Analytics: Delivery app performance dashboard
  • πŸ‘₯ Employee Attrition Analysis: HR analytics with retention insights
  • Tech Stack: Power BI DAX Excel Data Modeling

πŸ“Š Large-Scale Data Analysis Projects

Python-Powered EDA & Insights

  • πŸš— US Traffic Accidents Analysis (2016-2023): Pattern analysis & visualization
  • 🏠 NYC Airbnb Market Analysis: Pricing insights & geographic distribution
  • πŸ“‰ Global Layoffs SQL Analysis (2020-2023): Company trends & impact
  • πŸ“Ί YouTube Analytics Dashboard: Channel performance metrics
  • Tech Stack: Python Pandas SQL Data Visualization EDA

πŸ”§ UTILITY & ANALYSIS TOOLS

πŸ” PAN Number Validation & Analysis

Data Validation & Processing System

  • 🎯 Comprehensive validation using SQL and Python
  • πŸš€ Data cleaning pipeline for identity verification
  • πŸ’‘ Database integration for large-scale processing
  • Tech Stack: Python SQL Data Validation Database Management
  • πŸ”— View Project

πŸ“Š Data Visualizer Web App

Interactive Data Exploration Tool

  • 🎯 CSV data visualization with beautiful charts
  • πŸš€ Interactive web interface for data exploration
  • πŸ’‘ Multiple chart types for comprehensive analysis
  • Tech Stack: Python Data Visualization Streamlit Plotly
  • πŸ”— View Project

😊 Smile Detection App

Computer Vision Application

  • 🎯 Facial expression recognition using logistic regression
  • πŸš€ Real-time image processing with OpenCV
  • πŸ’‘ Interactive web application for emotion detection
  • Tech Stack: Python Computer Vision Machine Learning Streamlit
  • πŸ”— View Project

πŸ› οΈ Technical Skills

Programming & Core Libraries

Python SQL HTML CSS JavaScript

Data Science & ML

Scikit-learn Pandas NumPy Statistics EDA ML Algorithms

AI & Deep Learning

Computer Vision NLP YOLO PyTorch

Advanced AI

LangChain RAG Systems Hugging Face Vector Databases OpenAI API

Data Visualization

Power BI Matplotlib Seaborn Plotly

Database & Analytics

PostgreSQL MySQL Data Cleaning ETL Pipelines Excel

Web Development

Streamlit Gradio Flask FastAPI Web Scraping APIs

Tools & Deployment

Git GitHub Jupyter VS Code Render Docker Linux


πŸ“Š GitHub Statistics


πŸŽ“ Education & Certifications

πŸŽ“ Academic Background

  • B.Tech Mechanical Engineering - Kalasalingam Academy of Research and Education | 2019-2023

πŸ“œ Professional Certifications

  • IBM Data Analyst Professional Certificate (June 2025) - 11 Courses Completed
    • Introduction to Data Analytics, Excel Basics, Python for Data Science
    • Data Visualization, SQL for Data Science, Data Analysis with Python
    • IBM Data Analyst Capstone Project, Career Guide & Interview Preparation
  • Python for Beginners & Non-Programmers - Advanced Programming Skills
  • SQL Basic & Intermediate - Database Management & Query Optimization

πŸš€ Career Goals

🎯 Currently Seeking:

  • Junior Data Scientist | Data Analyst positions
  • Business Intelligence Analyst | ML Engineer (Entry-Level) roles
  • Data Science Intern | Analytics Associate opportunities

πŸ’‘ Interested in projects involving:

  • Enterprise AI Solutions | RAG Systems | Computer Vision
  • Predictive Analytics | Recommendation Systems | NLP Applications

πŸš€ What's Next in My Journey

  • 🧠 Advanced AI Research: Exploring Large Language Models & Generative AI
  • πŸ† Competitive ML: Active participation in Kaggle competitions
  • πŸ”§ MLOps Excellence: Building end-to-end ML pipelines with monitoring
  • 🌐 Cloud Architecture: Scaling AI solutions on AWS/Azure platforms
  • 🀝 Industry Collaboration: Open for innovative AI/ML partnerships
  • πŸ’Ό Career Growth: Seeking Data Scientist & ML Engineer roles

πŸ’Ό Why Hire Me?

  • πŸ”₯ Project-Ready: 20+ complete projects from data collection to deployment
  • 🧠 Problem Solver: Experience in diverse domains (finance, healthcare, e-commerce)
  • πŸ“Š Business-Focused: Understanding of how data science drives business decisions
  • πŸš€ Quick Learner: Self-taught modern tools and technologies
  • πŸ’‘ Initiative Taker: Built portfolio projects with formal work experience
  • 🀝 Team Player: Ready to contribute to collaborative data science teams

πŸ“ž Let's Connect

LinkedIn Email GitHub Portfolio

πŸ’‘ "Transforming complex data into intelligent solutions that drive business success"

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  1. SmartPDF-AI-RAG-Based-Document-Q-A-System SmartPDF-AI-RAG-Based-Document-Q-A-System Public

    Upload a PDF document and ask questions about its content with AI-powered responses!

    Jupyter Notebook

  2. Blinkit-Grocery-Analytics-Dashboard-Power-BI-Project Blinkit-Grocery-Analytics-Dashboard-Power-BI-Project Public

    Interactive Power BI dashboard analyzing Blinkit (India's last-minute grocery delivery app) sales performance across different outlet types, locations, and product categories.

  3. Object-Detection-Recognition-System Object-Detection-Recognition-System Public

    Detect objects in images instantly using a simple AI-powered web app.

    Jupyter Notebook

  4. Book-Recommendation-System Book-Recommendation-System Public

    Book recommendation app with collaborative filtering algorithm. Get personalized book suggestions based on user preferences.

    Jupyter Notebook

  5. E-Commerce-Sales-Dashboard-Power-BI-Project E-Commerce-Sales-Dashboard-Power-BI-Project Public

    Interactive Power BI dashboard analyzing e-commerce sales data with geographic insights and business performance metrics.

  6. PAN-Number-Validation-Data-Cleaning PAN-Number-Validation-Data-Cleaning Public

    A comprehensive data validation project that implements PAN (Permanent Account Number) validation using both SQL and Python, demonstrating proficiency in multiple data processing approaches with th…

    PLpgSQL