Projects

Crafted with creativity and precision. Each project showcases different technologies and problem-solving approaches.

Birthday-Surprise-for-Friend

A heartfelt birthday surprise web app created for a friend, featuring interactive elements and personalized messages.

HTML CSS JavaScript
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CNN — Cats vs Dogs Image Classifier

Built a Convolutional Neural Network to classify cats and dogs images.

Python TensorFlow CNN +1
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LAN-File-Transfer

A local network file sharing app built with Python Flask, allowing seamless file transfer between devices on the same Wi-Fi network without internet.

Python Flask HTML +2
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LAN-Messenger

A local network chat application built with Python Flask, enabling instant messaging and file sharing between devices on the same Wi-Fi network without internet.

Python Flask HTML +2
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Transfer Learning with CNN — Cats vs Dogs v2

EfficientNetB0 + Transfer Learning on cats vs dogs dataset. Feature extraction + fine-tuning approach. Model deployed on Hugging Face.

Python TensorFlow Transfer Learning +2
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FarmChain: Blockchain-Powered Food Transparency

A blockchain-based system to verify food origin and ensure farmers get direct tips. Know where your food really comes from.

Blockchain AgriTech Food Transparency +3
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RNN — Next Character Prediction

Simple RNN project to predict the next character in a sequence. Learns character patterns from text using SimpleRNN.

Python TensorFlow RNN +2
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Smart Banking, Built on Trust

A comprehensive internal banking management system built with PostgreSQL, Python FastAPI, and React. Features withdrawals, deposits, transactions, agent management, fixed deposits, and automated report generation.

PostgreSQL Python FastAPI +3
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Super Secure Contact Form

How I built a bulletproof contact form that blocks spam and bots while keeping users happy

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ANN Exam Score Predictor

My first neural network — a simple ANN that predicts exam scores based on study hours. Built from scratch to understand how neural networks actually learn.

Python TensorFlow NumPy +1
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DNN Handwritten Digit Classifier

A Deep Neural Network that recognizes handwritten digits (0-9) with 97%+ accuracy. Built using TensorFlow on the MNIST dataset to understand multi-layer networks and hierarchical feature learning.

Python TensorFlow NumPy +2
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"Exploring technology through creative projects"

— K.M.N.Sangeeth Kariyapperuma

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