Projects

These are some of my personal projects.

veNum

[repo]

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

• Stands for vectorized N-dimensional numerical arrays.
• Tensor/Ndarray built from scratch.

NOTE: Work in progress. Needs refactoring and optimization.

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

ferrograd

[repo]

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

• 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

CandleMist

[repo]

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

• 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

Kannada Handwriting Calculator

[repo]

• 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

Termfolio

[repo] [page]

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/_  __/ __/ _ \/  |/  / __/ __ \/ /  /  _/ __ \
 / / / _// , _/ /|_/ / _// /_/ / /___/ // /_/ /
/_/ /___/_/|_/_/  /_/_/  \____/____/___/\____/

• Terminal style portfolio website, built using the Leptos framework, for Rust WASM.
• Customizable and configurable using JSON.
• Work in progress

Languages:

• Rust
• HTML, CSS

Crates:

• leptos, leptos-use
• tokio, reqwest