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Anusha3997/README.md

Hi, I'm Anusha Nagula πŸ‘‹

Data β€’ AI/ML β€’ Backend Engineering

I build production-style data systems, ML pipelines, and analytics platforms that turn raw data into actionable insights.
Currently pursuing my Master’s in Information Systems and focused on becoming a Data Engineer | AI/ML Platform Engineer at the intersection of data engineering, backend systems, and machine learning.


🧠 About Me

β€’ Strong in SQL, Python, and system design
β€’ Love building end-to-end projects (API β†’ DB β†’ ML β†’ Deployment)
β€’ Interested in Data Engineering, ML Platforms, and Analytics Infrastructure
β€’ Teaching Assistant for Business Intelligence & Analytics
β€’ Always learning, always shipping


πŸ›  Tech Stack

Languages & Querying

Python β€’ JavaScript β€’ SQL β€’ R β€’ C

Data Engineering

ETL pipelines β€’ Data cleaning & transformation β€’ Data modeling β€’ Analytics-ready schemas β€’ Warehousing concepts

Backend & APIs

FastAPI β€’ RESTful services β€’ API design β€’ Backend architecture β€’ Git β€’ Linux

Databases

PostgreSQL β€’ Oracle β€’ Relational design β€’ Indexing β€’ Query optimization

Cloud & DevOps

AWS (S3, EC2, IAM) β€’ Docker β€’ Jenkins β€’ GitHub β€’ CI/CD basics

Analytics & Machine Learning

pandas β€’ NumPy β€’ scikit-learn β€’ Machine Learning β€’ Feature engineering β€’ Model evaluation β€’ Tableau β€’ Power BI

Foundations

Data Structures & Algorithms β€’ OOP β€’ Problem solving β€’ System thinking

⭐ Featured Projects


πŸ“Š FinSight AI Platform

Production-style financial analytics & ML prediction system

β€’ Built FastAPI backend serving ML predictions
β€’ Designed PostgreSQL data warehouse for stock history
β€’ Implemented feature engineering + model training pipelines
β€’ Dockerized full stack with reproducible deployments
β€’ REST APIs for real-time forecasting

Tech: Python, FastAPI, PostgreSQL, Docker, ML
πŸ”— Repo: https://github.com/Anusha3997/FinSight


🎬 Movie Success Prediction

End-to-end machine learning pipeline for movie revenue classification

β€’ Cleaned + engineered features from raw movie datasets
β€’ Trained multiple models with cross-validation & hyperparameter tuning
β€’ Feature importance + confusion matrix analysis
β€’ Modular scripts for training, evaluation, and inference
β€’ Reproducible ML workflow

Tech: Python, Scikit-learn, Pandas
πŸ”— Repo: https://github.com/Anusha3997/Movie-Success-Prediction


πŸ›’ Tungsten Gaming Store Analytics

Retail database design + business analytics project

β€’ Designed normalized relational schema (3NF)
β€’ Created PK/FK constraints, indexes, and integrity rules
β€’ Wrote complex SQL queries (joins, aggregations, window functions)
β€’ Built analytics for revenue, customers, and product insights
β€’ Dockerized PostgreSQL setup

Tech: PostgreSQL, SQL, Docker, ER Modeling
πŸ”— Repo: https://github.com/Anusha3997/Tungsten-Gaming-Store


✈️ Airplane Crash Analysis

Exploratory data analysis on global aviation incidents

β€’ Data cleaning and transformation
β€’ Time-series trend analysis of crash frequency
β€’ Root-cause and survival insights
β€’ Visual dashboards and statistical summaries

Tech: Python, Pandas, Matplotlib
πŸ”— Repo: https://github.com/Anusha3997/Airplane-Crash-Analysis


πŸ’ͺ Bellabeat Fitness Case Study

Business intelligence & behavioral analytics project

β€’ Analyzed smart device usage patterns
β€’ Built user activity metrics and KPI dashboards
β€’ Generated insights for customer engagement strategy
β€’ End-to-end analytics workflow

Tech: R, SQL, Tableau
πŸ”— Repo: https://github.com/Anusha3997/Bellabeat-Fitness


πŸ“‚ Other Work

  • Large-scale data analysis projects using Python and SQL (health, aviation datasets)
  • SQL-backed web applications focusing on data consistency and secure transactions
  • BI dashboards built with Tableau and Power BI for KPI-driven decision-making

πŸ“œ Certifications

  • IBM Machine Learning with Python
  • Google Data Analytics (Coursera)
  • IBM Generative AI – Prompt Engineering Basics

🀝 Let's Connect

LinkedIn: https://www.linkedin.com/in/anusha-nagula-11611b4b

Pinned Loading

  1. finsight-ai-platform finsight-ai-platform Public

    AI-powered financial analytics platform

    Python

  2. movie-success-prediction movie-success-prediction Public

    Movie Success Prediction using Machine Learning Techniques

    Jupyter Notebook

  3. tungsten-gaming-store tungsten-gaming-store Public

    A production-style PostgreSQL database

    Jupyter Notebook

  4. airplane-crash-analysis airplane-crash-analysis Public

    Exploratory Data Analysis

    Jupyter Notebook

  5. bellabeat-fitness-analytics bellabeat-fitness-analytics Public

    Exploratory Data Analysis

    R

  6. anusha3997.github.io anusha3997.github.io Public

    Portfolio

    HTML