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Soumyapro

💻 Tech Enthusiast | Lifelong Learner | Passionate about AI & Full-Stack Development | Currently pursuing MSc in Advanced Computer Science

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Jupyter Notebook45%JavaScript28%Python17%HTML7%C++3%

Repos

39

Stars

5

Forks

2

Top Language

Jupyter Notebook

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Top Repositories

Solar-Cells-Output-Prediction

Solar Power forecasting for a Solar Power System is a very active research field, as reliable information about the future power generation allow for a safe operation of the power grid and helps to minimize the operational costs. Deep Learning algorithms have shown to be very powerful in forecasting tasks, such as economic time series or speech recognition. Up to now, Deep Learning algorithms have only been applied sparsely for forecasting renewable energy power plants. By using different Deep Learning Algorithms, such as RNN,LSTM with different Feature extraction method like PCA,1D CNN , Auto encoders , My motive is to show the forecast strength of these algorithms compared to a standard MLP and traditional machine learning model in forecasting the energy output of 21 solar power plants.

5Jupyter Notebook
Desktop_Notifier
0Python
diabetes-prediction-knn

A machine learning project that predicts diabetes diagnosis using K-Nearest Neighbors (KNN) classification with SMOTE-based class balancing.

0Jupyter Notebook
Titanic-Survival-Prediction

This project implements a machine learning solution to predict the survival of passengers aboard the RMS Titanic. The model uses a Random Forest Classifier and achieves 86.03% accuracy on the validation set. The project includes comprehensive data preprocessing, feature engineering, and exploratory data analysis.

0Jupyter Notebook
cpp_projects
0C++
Real-Time-Weather-Visualization-in-the-UK

UK Weather Mapping delivers real-time temperature, precipitation, and wind insights for 30+ UK cities by combining OpenWeatherMap data with Python geospatial tools. The repo includes static Cartopy visualisations, an interactive Folium web map, and a narrative report explaining the data pipeline, API integration, and design decisions.

0HTML

Repositories

39
SO
Soumyapro/Desktop_Notifier

No description provided.

Python00Updated 3 weeks ago
SO
Soumyapro/diabetes-prediction-knn

A machine learning project that predicts diabetes diagnosis using K-Nearest Neighbors (KNN) classification with SMOTE-based class balancing.

Jupyter Notebook00Updated 1 month ago
SO
Soumyapro/Titanic-Survival-Prediction

This project implements a machine learning solution to predict the survival of passengers aboard the RMS Titanic. The model uses a Random Forest Classifier and achieves 86.03% accuracy on the validation set. The project includes comprehensive data preprocessing, feature engineering, and exploratory data analysis.

Jupyter Notebook00Updated 3 months ago
SO
Soumyapro/cpp_projects

No description provided.

C++00Updated 1 month ago
SO
Soumyapro/Real-Time-Weather-Visualization-in-the-UK

UK Weather Mapping delivers real-time temperature, precipitation, and wind insights for 30+ UK cities by combining OpenWeatherMap data with Python geospatial tools. The repo includes static Cartopy visualisations, an interactive Folium web map, and a narrative report explaining the data pipeline, API integration, and design decisions.

HTML00Updated 4 months ago
SO
Soumyapro/Ola-Bike-Ride-Request-Forecast

Predict hourly Ola bike ride demand using engineered time/holiday features and tuned linear models to achieve ~56 MAE; this notebook guides cleaning, exploration, and modeling.

Jupyter Notebook00Updated 4 months ago
SO
Soumyapro/web-flag-game

A fast-paced geography trivia game that challenges players to identify world flags, track streaks, and climb the leaderboard. The app pairs a polished Tailwind UI with a custom Express API that keeps the flag options fresh and prevents quick repeats, making every run feel like a world tour.

JavaScript00Updated 4 months ago
SO
Soumyapro/Zomato-Food-Data-Analysis

A Python-based data analysis project analyzing Zomato restaurant data. Explores restaurant types, ratings, pricing, online ordering patterns, and customer preferences through statistical analysis and visualizations using Pandas, Matplotlib, and Seaborn.

Jupyter Notebook00Updated 4 months ago
matplotlibnumpypandasseaborn-python
SO
Soumyapro/Desktop-Weather-App

Beautiful, minimal desktop app to check today's weather by city.

Python00Updated 4 months ago
api-handlingtkinter-gui
SO
Soumyapro/Foodie-App

A beautiful Python based recipe explorer app with a modern Tkinter GUI. Search recipes by country or category, view ingredients and instructions, with smooth scrolling and fast image loading powered by TheMealDB API.

Python00Updated 4 months ago
api-handlingtkinter-gui
SO
Soumyapro/Breast_Cancer_Prediction

Simple breast cancer binary classifier using the Wisconsin CSV dataset. The script preprocesses the data (drops id/unused columns, encodes labels, scales features), trains a small Keras neural network, and outputs training/validation loss & accuracy plots plus a confusion matrix. Run with data.csv in the same folder.

Jupyter Notebook00Updated 4 months ago
keras-neural-networksrelusigmoid-function
SO
Soumyapro/Time-Series-Analysis-of-Air-Pollution-Data

Analyzing and visualizing air pollution patterns over time.

Jupyter Notebook00Updated 6 months ago
fbprophet
SO
Soumyapro/soumya-roy-portfolio

No description provided.

HTML00Updated 6 months ago
SO
Soumyapro/Solar-Cells-Output-Prediction

Solar Power forecasting for a Solar Power System is a very active research field, as reliable information about the future power generation allow for a safe operation of the power grid and helps to minimize the operational costs. Deep Learning algorithms have shown to be very powerful in forecasting tasks, such as economic time series or speech recognition. Up to now, Deep Learning algorithms have only been applied sparsely for forecasting renewable energy power plants. By using different Deep Learning Algorithms, such as RNN,LSTM with different Feature extraction method like PCA,1D CNN , Auto encoders , My motive is to show the forecast strength of these algorithms compared to a standard MLP and traditional machine learning model in forecasting the energy output of 21 solar power plants.

Jupyter Notebook52Updated 3 years ago
lstm-neural-networksmatplotlib-pyplotmlpnumpypandas
SO
Soumyapro/Soumyapro

No description provided.

00Updated 10 months ago
SO
Soumyapro/Laptop-Price-Predictor

This project aims to predict the price of laptops based on their technical specifications using various machine learning models. The dataset includes attributes like brand, processor, RAM, memory type, GPU, screen size, and operating system.

Jupyter Notebook00Updated 11 months ago
decision-treeextra-treesgradient-boostingknnlassolinear-regressionrandom-forestridgesvrxgboost
SO
Soumyapro/SMS-spam-classifier

A machine learning project that detects spam SMS messages using natural language processing techniques. The model analyzes text messages and accurately classifies them as spam or legitimate (ham).

Jupyter Notebook00Updated 11 months ago
multinomial-naive-bayesnltksklearntfidf-vectorizertokenizer
SO
Soumyapro/Car-Price-Prediction

This project presents a comprehensive car price prediction model using machine learning techniques. The dataset is carefully explored and preprocessed, including handling missing values, encoding categorical features, and scaling numerical data. Visualizations are provided to understand key relationships and trends in car features and prices.

Jupyter Notebook00Updated 12 months ago
linear-regressiononehotencoder
SO
Soumyapro/soumya-portfolio

No description provided.

JavaScript00Updated 1 year ago
SO
Soumyapro/Parkinson-Disease-Prediction

This project predicts Parkinson's disease using machine learning models.

Jupyter Notebook00Updated 1 year ago
logistic-regressionnumpypandasscikit-learnsvcxgboost
SO
Soumyapro/Heart-Disease-Prediction

This project is aimed at predicting the likelihood of coronary heart disease (CHD) in individuals over the next ten years using Logistic Regression.

Jupyter Notebook00Updated 1 year ago
logistic-regressionnumpypandassimpleimputersklearn
SO
Soumyapro/Address-Book-

This is a Address Book using the MERN stack. The application will enable users to add, remove, edit and view addresses.

JavaScript00Updated 1 year ago
expressjsjwt-authenticationjwt-tokenmongodbnodejsreactjs
SO
Soumyapro/fundraiser-platform

This project is a fundraiser platform developed using the MERN stack.

JavaScript00Updated 1 year ago
aggregationexpressmongodbnodejsreactjstailwindcss
SO
Soumyapro/Expense-Tracker-System

The Expense Tracker System is a robust web application designed to help users manage their expenses efficiently. Built using the MERN stack (MongoDB, Express, React, Node.js), this system allows users to track their income and expenses, categorize transactions.

JavaScript00Updated 1 year ago
express-jsjwt-authenticationjwt-tokenmongodbnodejsreactjstailwind-css
SO
Soumyapro/Hand-Tracking-Volume-Controller

This project leverages computer vision and machine learning to interpret hand gestures and movements, enabling interaction with volume device of your pc without the need for physical controllers.

Python00Updated 1 year ago
mediapipenumpyopencv-pythonpycawtime
SO
Soumyapro/Free-Dictionary

Free Dictionary app. Search a word and you will get the meaning.

JavaScript00Updated 1 year ago
apireactjstailwindcss
SO
Soumyapro/Book-Library

Welcome to the Book Library project! This is a simple web application built with React that allows users to browse and manage a library of books.

JavaScript00Updated 1 year ago
bootstrapexpress-jsmongodbmongodb-atlasnode-jsnodemonreactjs
SO
Soumyapro/House-Price-Prediction

Explored different attributes of Boston housing dataset then a part of dataset was used to train the linear regression algorithm after that trained model was used to give predictions on remaining part of dataset.

Jupyter Notebook00Updated 1 year ago
linear-regressionmatlplotlibnumpypandassklearnsvm
SO
Soumyapro/Jokes-Generator

This website fetches data (joke) from an external API and displays it on the screen. I have used React completely to base this website. Each time we reload the page and click the button, a new joke fetched and rendered on the screen by React.

JavaScript00Updated 1 year ago
apireacttailwind-css
SO
Soumyapro/Telegram-Weather-Bot

Scraped weather data using Python and get reminders on telegram inbox. If the weather condition is rainy or cloudy this program will send an “umbrella reminder” to your inbox reminding you to pack an umbrella before leaving the house. Scraped the weather information from using open weather api and requests libraries in python

Python00Updated 1 year ago
requests-library-pythonscheduletelegram-bot

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