Projects

RAG AI Assistant

Python ChromaDB Ollama Sentence Transformers RAG NLP

A local, privacy-first Retrieval-Augmented Generation system that lets you chat with your PDF documents using semantic search and Ollama. Get intelligent, context-aware answers without uploading files to the cloud.

Code

Real-Time Hand Digit Recognition

Python OpenCV MediaPipe PyTorch NumPy Pandas

Real-time webcam recognition of digits 1–5 from 63 MediaPipe hand landmarks using OpenCV and a lightweight PyTorch MLP, includes quick data collection and a Hugging Face demo.

Demo Code

Neural Network From Scratch

Python NumPy Linear Algebra Calculus

A multilayer perceptron implemented from scratch in NumPy, with custom loss functions, optimizers, and backpropagation to gain better fundemental understanding of core DL math.

Code

Encoder Sentiment Analysis

Python PyTorch Transformers NLP

Transformer encoder sentiment classifier built in PyTorch for robust text classification.

Code

TextCNN

Python PyTorch CNN NLP

Convolutional neural network for text classification, inspired by the "CNN for sentiment analysis research paper", exploring kernel sizes (n-grams) and pooling strategies for NLP.

Code

CNN Architectures

Python PyTorch CNN Computer Vision

Collection of CNN architectures in PyTorch for image classification experiments and benchmarking.

Code

Terminal Donut

Python NumPy Linear Algebra

ASCII animation of a rotating 3D donut rendered in the terminal using linear transformations and projections.

Code

Pi Approximations

Python Mathematics Algorithms

Set of numerical methods to approximate pi, comparing accuracy and convergence across algorithms.

Code

Monty Hall Simulation

Python Statistics Simulation

Simulation of the Monty Hall problem to visualize probability and strategy outcomes.

Code

Let's work together

I'm open to research and internship opportunities. Let's connect.

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