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AmKavya/README.md

Hi 👋, I'm Kavya Amballa

Aspiring Data Scientist | Entry-Level Data Analyst | ML & AI Enthusiast


🎯 Professional Summary

Entry-level Data Science & Analytics professional with a strong foundation in Python, SQL, statistics, and machine learning fundamentals.
Experienced in building end-to-end data projects — from data cleaning and analysis to visualization and model deployment.

Hands-on experience with real-world datasets, business dashboards, and ML models.
Actively seeking Data Analyst / Data Science fresher roles where I can apply analytical thinking and grow as a data professional.

📍 Mumbai, India


🚀 Projects

🏠 House Price Prediction | Machine Learning

  • Built a Linear Regression model to predict house prices
  • Performed EDA, feature engineering, and data preprocessing
  • Evaluated model performance using MAE, MSE, RMSE, and R²
  • Deployed the model using Streamlit for live predictions

🔗 Live App: https://house-price-app-cmttybkjpeafe4b8e2qxog.streamlit.app/


📊 Sales & Business Dashboards | Data Visualization

  • Designed dashboards using Excel, Power BI, and Tableau
  • Analyzed sales trends, KPIs, and performance metrics
  • Converted raw data into actionable business insights

📈 Data Analysis Projects | Python

  • Conducted data analysis using Pandas & NumPy
  • Performed data cleaning, aggregation, and visualization
  • Visualized patterns using Matplotlib

🧰 Technical Skills

Category Skills
Programming Python
Databases MySQL, PostgreSQL
Data Analysis Pandas, NumPy
Visualization Matplotlib, Excel, Power BI, Tableau
Machine Learning Linear Regression, ML Fundamentals
Core Concepts Statistics, Probability, Linear Algebra
Tools Jupyter Notebook, Streamlit

📊 GitHub Activity


🌐 Connect


⭐ Focused on learning, building, and delivering value through data.

Pinned Loading

  1. house-price-streamlit house-price-streamlit Public

    live demo

    Jupyter Notebook

  2. Mumbai-Air-Quality-Analysis Mumbai-Air-Quality-Analysis Public

    The Mumbai Air Quality Dashboard provides insights into pollution trends across Mumbai using daily AQI data. Built with Power Query and a Calendar Table, it simplifies air quality metrics, highligh…

  3. Pet-Adoption-Analysis-using-SQL Pet-Adoption-Analysis-using-SQL Public

    Data-driven insights into animal adoptions: analyzing shelter strain, adoption patterns, and strategies to improve outcomes.

    SQL

  4. Employee-Presence-insights- Employee-Presence-insights- Public

    A Power BI solution analyzing employee attendance, including Presence %, WFH %, and Sick Leave %. It automates combining multiple Excel files, transforms data, and provides interactive KPIs, trend …

  5. Atliq-sales-insights-dashboard- Atliq-sales-insights-dashboard- Public

    AtliQ Hardware Dashboard – Power BI dashboard replacing Excel reports to track sales and revenue. Key insights: ₹986.57M revenue, 2M units sold, top market Delhi NCR, top customer Electricalara St…

  6. Vrinda-Store-sales-analysis- Vrinda-Store-sales-analysis- Public

    The Vrinda Store 2022 Sales Dashboard uses Excel pivot tables to track sales trends, highlighting top-performing states, channels, age groups, and gender. Key insights: women drove more sales, adul…