Projects

These are some of my personal projects.

Loxi

GitHub, Wasm playground

loxi

Bytecode interpreter for the Lox language with a mark and sweep garbage collector, based on the second half of Crafting Interpreters by Robert Nystorm
Extend Lox with first-class lists and native functions for native functions for list operations

Languages

Odin

ferrograd

   ___                               _
  |  _|___ ___ ___ ___ ___ ___ ___ _| |
  |  _| -_|  _|  _| . | . |  _| .'| . |
  |_| |___|_| |_| |___|_  |_| |__,|___|
                      |___|

A small scalar autograd engine / Rust library, inspired by Karpathy's micrograd, with more features such as implementations of extra activation functions, optimizers, loss criterions, and accuracy metrics
Capable of MNIST classification with an example implemented using the library
Capable of creating neurons, dense layers, and multilayer perceptrons (MLPs) for binary and multiclass/multilabel non-linear classification

Features

Optimizers: Adam, RMSprop, SGD with momentum
Loss criterions: Binary Cross-Entropy, Cross-Entropy, Hinge, MSE/RMSE
Activation functions: ReLU, LeakyReLU, sigmoid, tanh

Languages

Rust

Kannada Handwriting Calculator

demo

A calculator that uses handwritten Kannada digits and operators to calculate the result, using contour detection and CNN/ConvNet/Convolutional Neural Network model prediction
PyTorch is used to create, train and load the state of the neural network model used for predictions
The CNN is trained on Kannada MNIST
OpenCV and Pillow (PIL) are used to read input from the GUI canvas and to obtain contours for individual digits/operators
CustomTKinter is used to provide the GUI
The individual digits/operators are detected and their most probable target classes are predicted
The predictions are combined into a string and evaluated to get the result

Languages

Python

Modules

pytorch, torchvision
opencv
numpy, pandas
customtkinter

Tools

conda, jupyter

CandleMist

                     (
                     )\
   ___              ((_)    __  __ _    _
  / __|__ _ _ _  __| | |___|  \/  (_)__| |_
 | (__/ _` | ' \/ _` | / -_) |\/| | (_-<  _|
  \___\__,_|_||_\__,_|_\___|_|  |_|_/__/\__|

A fullstack chatbot built using Rust for both the frontend and the backend
Utilizes quantized Mistral 7B Instruct v0.1 GGUF models
Built with Hugging Face's Candle framework, which includes the candle_transformers crate for LLM inferencing
Employs Tokio and Actix for asynchronous functionality in the backend, alongside Leptos and TailwindCSS for the frontend

Languages

Rust
TailwindCSS

Crates and frameworks

candle-core, candle-transformers
tokio, actix
leptos, tailwind

veNum

               __
__   _____  /\ \ \_   _ _ __ ___
\ \ / / _ \/  \/ / | | | '_ ` _ \
 \ V /  __/ /\  /| |_| | | | | | |
  \_/ \___\_\ \/  \__,_|_| |_| |_|

Stands for vectorized N-dimensional numerical arrays
Tensor/ ndarray library

Features

Broadcasted algebraic operations
nd matrix multiplication (naive)
1d and 2d convolution/cross-correlation (naive) with strides
Reduce operations such as sum, product, max, min and pooling
Transformations such as view/reshape, permute/transpose, flip, expand, pad, slice, squeeze, unsqueeze

Languages

Rust

Termfolio

Terminal style portfolio website, built using the Leptos framework for Rust WASM
Customizable and configurable using JSON

Languages

Rust
HTML, CSS

Crates

leptos, leptos-use
tokio, reqwest

Cohle

Rust CLI that prints Rust Cohle quotes

Languages

Haskell

Liquid-Oxygen

_    _ ____ _  _ _ ___     ____ _  _ _   _ ____ ____ _  _ 
|    | |  | |  | | |  \ __ |  |  \/   \_/  | __ |___ |\ | 
|___ | |_\| |__| | |__/    |__| _/\_   |   |__] |___ | \|

Tree-walk interpreter for the Lox language, based on the first half of Crafting Interpreters by Robert Nystorm

Languages

Haskell