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Rumit95/README.md

Typing SVG

πŸ“ Thane, Maharashtra | πŸŽ“ B.E. Mechanical Engineering | πŸ’Ό 3+ Years ML Experience

πŸ”— LinkedIn β€’ πŸ“„ Resume β€’ βœ‰οΈ Email


πŸš€ About Me

Machine Learning Engineer at WonderBiz Technologies (Schneider Electric) with expertise in Computer Vision, NLP, Reinforcement Learning, and AutoML. Passionate about building production-grade ML systems and open-source contributions. Co-inventor of an international AI patent for water management systems.

Active interests: Senior ML Engineer roles, Computer Vision Engineer, Time Series forecasting, and AI/ML YouTube content creation.


πŸ† Featured Projects

🧠 Reinforcement Learning & Intelligence

Project Description Tech Stack Status
Sudoku Intelligence Engine Brain-inspired Sudoku solver using Maskable PPO. 100% solve rate on 1M+ puzzles with 1458-dimensional action space and custom Gymnasium environment. Stable-Baselines3 Gymnasium PyTorch NumPy ⭐ Star
NES Mario AI Trainer Vision-based RL agent that learns to play NES Mario. Combines CNN-based feature extraction with policy learning. TensorFlow OpenCV Gym ⭐ Star
Pong RL Agent Deep Q-Network agent learning to play Pong from raw pixel input. Demonstrates an end-to-end RL pipeline. TensorFlow OpenAI Gym ⭐ Star

πŸ–ΌοΈ Computer Vision & Segmentation

Project Description Tech Stack Status
Semantic Segmentation (MobileNetV2 U-Net) Custom U-Net architecture for precise image segmentation. Leverages MobileNetV2 backbone for efficient inference. Includes Streamlit web interface. PyTorch MobileNetV2 Streamlit ⭐ Star
Auto Segmentation Real-time semantic segmentation web app using MobileNetV2 + U-Net. Includes both CLI and Streamlit deployment. PyTorch Streamlit PIL ⭐ Star
Cancer Cell Segmentation (U-Net) Custom U-Net for medical image analysis. Demonstrates biomedical image segmentation best practices. PyTorch Jupyter πŸ”¬ Research
Vehicle Detection (YOLOv5) Real-time object detection using YOLOv5 pretrained models with live screen capture. YOLOv5 OpenCV ⭐ Star
Animal Classification (CNN from Scratch) Custom CNN trained on Microsoft dataset. Achieves >80% accuracy with optimised training. TensorFlow OpenCV πŸŽ“ Learning
Optical Character Recognition (OCR) Neural network-based OCR system with character recognition pipeline. TensorFlow OpenCV ⭐ Star

πŸ“Š Time Series & Forecasting

Project Description Tech Stack Status
Orima β€” Time Series Analyzer Interactive desktop app for time-series analysis. Auto-detects trends/seasonality, visualises ACF/PACF, recommends AR/MA/ARIMA/SARIMA models with plain-English explanations. Python Tkinter Matplotlib Statsmodels πŸš€ Production
ARIMA/SARIMA Models Empirical exploration of time-series forecasting techniques with VAR models. Pandas Statsmodels Jupyter πŸ”¬ Research

πŸ› οΈ Data Science & ML Pipelines

Project Description Tech Stack Status
Car Price Prediction End-to-end Linear Regression pipeline with Flask web app. Full EDA β†’ Feature Engineering β†’ Model Training β†’ Deployment. Flask Scikit-learn Pandas MySQL ⭐ Star
P2P Loans Risk Analysis Credit risk modeling and loan classification using supervised learning. Pandas Scikit-learn Scipy πŸ“Š Analytics
Book Recommendation System Collaborative filtering-based recommendation engine. Demonstrates matrix factorisation concepts. NumPy Scipy Pandas ⭐ Star

🎨 Tools & Utilities

Project Description Tech Stack Status
Font Image Generator App Desktop app for generating diverse character datasets from multiple fonts. Download v0.1 Tkinter PIL πŸš€ Production
Code Mark Highlighter VSCode extension for highlighting code blocks with persistent, content-aware tracking. TypeScript VSCode API ⭐ Star
One-Stop-Shop E-Commerce Full-stack e-commerce platform with user authentication and product management. Flask Python πŸ’Ό Portfolio
Coin Tab Assignment Data processing and analysis assignment. Pandas NumPy πŸ“Š Analytics

πŸ“ˆ Data Visualization & Analytics

Project Description Tech Stack Status
Air Pollution Analysis: COVID-19 Impact Interactive Tableau visualisation analysing pollution trends in India before/after COVID lockdown. Tableau Data Analytics πŸ“Š Public
GitHub Profile Stats Automated GitHub activity visualization and contribution analytics. GitHub API Vercel πŸ“Š Public

πŸ’‘ Core Competencies

Machine Learning CNNs β€’ U-Net β€’ Transfer Learning β€’ XGBoost β€’ AutoML β€’ Time Series (ARIMA/SARIMA) β€’ Recommender Systems
Deep Learning TensorFlow β€’ PyTorch β€’ Stable-Baselines3 β€’ Computer Vision β€’ NLP β€’ Reinforcement Learning
Data Engineering SQL β€’ FastAPI β€’ REST APIs β€’ Docker β€’ ETL Pipelines β€’ RAG Systems
Data Science Pandas β€’ NumPy β€’ Scikit-learn β€’ Exploratory Data Analysis β€’ Feature Engineering β€’ Statistical Analysis
Deployment & Tools Streamlit β€’ Flask β€’ Tableau β€’ Git β€’ FastAPI β€’ Vercel
Languages Python β€’ SQL β€’ JavaScript β€’ TypeScript β€’ HTML/CSS

πŸ“– Notable Achievements

βœ… International AI Patent Co-Inventor β€” "AI Based Water Management System" (App 19/214,503)

  • Filed in: US, Australia, UAE, Chile, Oman, Peru

βœ… Schneider Electric Global Hackathon β€” πŸ₯ˆ 2nd Place (50+ teams)

βœ… ML Project Highlights:

  • U-Net P&ID Segmentation β€” 93% accuracy on piping diagram segmentation
  • AutoML Manufacturing Platform β€” Automated model selection and hyperparameter tuning
  • Predictive Maintenance System β€” XGBoost-based vibration analysis (~10% reduction in unplanned downtime)
  • RAG Question-Answering System β€” Built with Cohere API

πŸ“Š GitHub Statistics

Rumit's GitHub Stats
Language Distribution Most Commit Language

🎯 Open to Opportunities

I'm actively exploring Senior ML Engineer roles focusing on:

  • πŸ€– Applied ML Systems β€” Production ML pipelines and real-world problem solving
  • πŸ”¬ Computer Vision β€” Image analysis, segmentation, and object detection
  • πŸ“ˆ Time Series & Forecasting β€” Predictive analytics and anomaly detection

🀝 Let's Connect!

LinkedIn GitHub Email Portfolio

Always happy to discuss ML, collaborate on open-source, or explore exciting opportunities!


⭐ If you found something useful, don't forget to star it!

Made with ❀️ by Rumit Pathare

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  1. Optical-Character-Recognition-OCR-with-Neural-Networks Optical-Character-Recognition-OCR-with-Neural-Networks Public

    This project aims to recognize English letters from images using neural networks and custom NumPy logic. The goal is to extract text from images and display it in a web application built with Flask.

    Jupyter Notebook 2

  2. Charaters_Generator_App Charaters_Generator_App Public

    The Font Image Generator App creates diverse character images using various fonts, aiding in dataset creation for machine learning and analysis.

    HTML 1

  3. Animals-Recognization Animals-Recognization Public

    Built a CNN model from scratch using the data provided by Microsoft to help in recognizing the particular animal in a image

    Python

  4. Recommend-system-for-Books Recommend-system-for-Books Public

    A recommended system for books using popularity and Colaborative filter.

    Jupyter Notebook 1

  5. one-stop-shop one-stop-shop Public

    This is a web application created with the idea that, as online shopping websites grow larger local shops find it harder to compete in the market. But local shops has a huge advantage over online w…

    Python

  6. Semantic-Segmentation-of-Image Semantic-Segmentation-of-Image Public

    This project demonstrates semantic image segmentation using a custom architecture that combines MobileNetV2 and U-Net. It aims to accurately segment objects in images, showcasing a robust approach …

    Jupyter Notebook 4