~/projects

A collection of my personal projects and experiments

Transformer from Scratch

Built a basic Transformer model from scratch with PyTorch on Google Colab.

PythonPyTorchTransformer ArchitecturePDFTypstGoogle ColabLearning

Lecture notes on DL from Professor Bryce

Authored a PDF on Deep Learning, synthesizing and expanding on Professor Bryce's course material from Davidson College.

PythonJuliaML/DLAlgorithmsNeural NetworksTypstCoursePDFLearning

ML-based IDS (Intrusion Detection System)

Designed an IDS for DDoS, R2L and U2R using an ANN deployed on GCP with Docker and tested on a real network SDN topology with Mininet

TensorFlowKerasFlaskAPINetwork-AnalysisDockerGCPMininetSDN

Fine-tuning of IBM's TTM (Tiny Time Mixer)

Fine-tuned the TTM model for Bitcoin price prediction, improving performance by 30%

PandasPyTorchTimes Series Model FrameworkZero-ShotRMSE

Cybersecurity CTF (Capture the Flag) Challenges

Designed and deployed intermediate CTF challenges for a cybersecurity competition

NetworkWiresharkForensicsOSINTWebReverse EngineeringCryptoSteganography

HFT system (High-Frequency Trading)

Building a High-Frequency Trading (HFT) platform using Binance and OKX APIs with a friend

C++PythonGrafanaWebsocketsTradingRisk analysisDocker

Other Projects

Home server
Managed a personal NAS with Unraid OS, hosting services like Vaultwarden and Jellyfin
Compiler - School Group Project
Developed a Mini-Python Compiler (lexer & parser) in Java with LL1 grammar wtih 3 friends
Code Names App Game - School Group Project
Developed a Java word game inspired by Codenames from scratch in one week as a tech lead