Popular GitHub Repositories for Optimisation

Must read research papers and links to tools and datasets that are related to using machine learning for compilers and systems optimisation

Nonlinear optimisation (root-finding, least squares, ...) in JAX+Equinox. https://docs.kidger.site/optimistix/

CS F425 Deep Learning course at BITS Pilani (Goa Campus)

Purely functional genetic algorithms for multi-objective optimisation

Differentiable optical models as parameterised neural networks in Jax using Zodiax

The Flatland Framework is a multi-purpose environment to tackle problems around resilient resource allocation under uncertainty. It is designed to be a flexible and method agnostic to solve a wide range of problems in the field of operations research and reinforcement learning.

Python and MATLAB code for Stein Variational sampling methods

Predicting Indian stock prices using Stacked LSTM model. Analysing Reliance, Tata Steel, HDFC Bank, Infosys data. Data prep, EDA, hyperparameter tuning.