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Avinash's Projects

bayesian_inference icon bayesian_inference

In this project, we will use bayesian inference to estimate the matter density parameter, the dark energy density parameter and the Hubble constant using Supernova luminosity data.

domainbed icon domainbed

DomainBed is a suite to test domain generalization algorithms

game-of-noise icon game-of-noise

Trained model weights, training and evaluation code from the paper "Increasing the robustness of DNNs against image corruptions by playing the Game of Noise"

icebeem icon icebeem

Code for ICE-BeeM paper - NeurIPS 2020

invarianceunittests icon invarianceunittests

Toy datasets to evaluate algorithms for domain generalization and invariance learning.

made-with-ml icon made-with-ml

Learn how to design, develop, deploy and iterate on production-grade ML applications.

meta-rl icon meta-rl

This repository implements the meta-reinforcement learning algorithm for a variety of cognitive tasks using two separate network architecture.

monitoring-ml icon monitoring-ml

Learn how to monitor ML systems to identify and mitigate sources of drift before model performance decay.

ood icon ood

Repository for theory and methods for Out-of-Distribution (OoD) generalization

rl-baselines3-zoo icon rl-baselines3-zoo

A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.

textgrad icon textgrad

TextGrad: Automatic ''Differentiation'' via Text -- using large language models to backpropagate textual gradients.

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