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bhushan-ssh/README.md

Bhushan Sonawane

Software Developer · Machine Learning · Data Science

B.E. Information Technology · B.S. Data Science & Applications, IIT Madras

Building software systems, machine learning applications, and data-driven products.

LinkedIn · Portfolio · LeetCode · Kaggle


About

I'm interested in the intersection of software engineering, machine learning, and data science.

I enjoy building complete solutions — from data processing and model development to backend systems, APIs, databases, and user-facing applications.

Areas of interest

  • Backend & Full-Stack Development
  • Machine Learning & Deep Learning
  • Data Science & Analytics
  • REST APIs & Databases
  • Data Structures & Algorithms

Technical Skills

Languages

Python · Java · SQL

Backend & Web

Flask · Flask-RESTful · Vue 3 · SQLAlchemy · REST APIs · HTML · CSS

Machine Learning

PyTorch · Scikit-learn · XGBoost · CatBoost · BERT · LSTM

Data

Pandas · NumPy · Matplotlib · Seaborn · Streamlit

Databases & Infrastructure

SQLite · MySQL · Redis · Celery · Celery Beat

Tools

Git · GitHub


Selected Projects

CareerLink

Full-Stack Placement & Recruitment Platform

Vue 3 Flask SQLAlchemy SQLite Redis Celery

A full-stack platform designed to manage placement and recruitment workflows for students, companies, and administrators.

  • Role-based Student, Company, and Admin workflows
  • Job and placement-drive management
  • Application tracking
  • Interview scheduling and feedback
  • Admin dashboard and analytics
  • Redis caching
  • Celery background tasks
  • Scheduled reports and notifications

Repository


QuizMaster

Quiz & Performance Analytics Platform

Flask SQLAlchemy SQLite Jinja2 Bootstrap

A web-based quiz platform with separate user and administrator workflows, built with integrated performance analytics.

  • Subject, unit, quiz, and question management
  • User quiz attempts and scoring
  • Performance tracking
  • Score and ranking analysis
  • Interactive performance visualizations
  • Admin management dashboard

Repository


Uptime

AI-Powered Predictive Maintenance

Python LSTM Streamlit Plotly

A predictive maintenance application that analyzes industrial machine telemetry and estimates Remaining Useful Life (RUL).

  • LSTM-based time-series prediction
  • RUL estimation
  • Failure-mode analysis
  • Telemetry visualization
  • Interactive monitoring dashboard

1st Place — SVIT HackVerse 2K26

Repository


Smart MCQ Solver

Deep Learning & NLP

PyTorch BERT BiLSTM BiGRU Transformers

A deep-learning system for ranking the most probable answers to multiple-choice questions.

  • BERT fine-tuning
  • BiLSTM
  • BiGRU with Attention
  • Ensemble learning
  • Top-3 answer prediction

Best MAP@3: 0.7503

Repository


Heavy Equipment Price Prediction

Machine Learning Regression

Python XGBoost CatBoost HistGradientBoosting

A regression system for predicting used heavy-equipment prices using engineered features and ensemble models.

  • Exploratory data analysis
  • Feature engineering
  • Categorical encoding
  • Cross-validation
  • Ensemble regression
  • Model evaluation

OOF RMSLE: 0.20217

Repository


Titanic Survival Prediction

End-to-End Machine Learning

Python Pandas Scikit-learn Streamlit

A complete machine-learning workflow covering preprocessing, feature engineering, model comparison, tuning, evaluation, and deployment.

  • Exploratory data analysis
  • Feature engineering
  • Multiple model comparison
  • Cross-validation
  • Hyperparameter tuning
  • Streamlit deployment

Validation Accuracy: 81.56% ROC-AUC: 0.8585

Repository


Recognition

1st Place SVIT HackVerse 2K26

Winner TECHFUSION 2K25 — Micro Project Poster Presentation

Runner-Up SND College Project Competition 2024


Problem Solving

LeetCode: 110+ problems solved

HackerRank: SQL Basic · SQL Intermediate · SQL Advanced · Java Basic


Currently Exploring

Backend Architecture · Advanced SQL · Machine Learning Systems · Deep Learning · Data Analytics · Competitive Programming


GitHub


Popular repositories Loading

  1. Quizmaster Quizmaster Public

    A full-stack Flask-based quiz application with admin and user dashboards, performance analytics, and data visualizations.

    HTML 1

  2. Uptime Uptime Public

    AI-powered predictive maintenance dashboard using LSTM-based Remaining Useful Life (RUL) prediction and machine telemetry analysis.

    Jupyter Notebook 1

  3. CareerLink CareerLink Public

    A full-stack placement portal connecting students, companies, and administrators with job applications, placement drives, authentication, and application tracking.

    Vue 1

  4. Titanic_Survival_Prediction Titanic_Survival_Prediction Public

    Machine Learning project that predicts passenger survival on the Titanic using data preprocessing, feature engineering, and classification models. Built as part of the Kaggle Titanic - Machine Lear…

    Jupyter Notebook 1

  5. Smart_MCQ_Solver Smart_MCQ_Solver Public

    An AI-powered Smart MCQ Solver that uses Deep Learning and Generative AI to analyze multiple-choice questions and provide accurate answers with an interactive Streamlit interface.

    Python 1

  6. Heavy_Equipment_Selling_Price_Prediction Heavy_Equipment_Selling_Price_Prediction Public

    Machine learning project for predicting used heavy equipment selling prices using feature engineering, XGBoost, CatBoost, and HistGradientBoosting with NNLS ensemble blending.

    Jupyter Notebook 1