Learnings from the Brick Kiln Project

An exploratory analysis of various dataset handling processes to optimize memory, diskspace and speed.

Bayesian Gaussian Basis Regression

A guide to download low-cost sensor data from OpenAQ

Exploring the use of GPs for climate modeling

Multi-class GP classification with different strategies

Exploring the use of SIRENs for climate modeling

Exploring similarities between GNNs and GPs

Challenges in using GNNs for regression using various strategies

Exploring basis functions

Extreme Image Interpolation with Conditional Neural processes

A tiny handbook to setup passwordless ssh in MacOS

Challenges in fitting to a combination of sine waves

Exploring NTK kernels + GPJax with toy datasets

A practical implementation of Hensman et al. 2015 from scratch in JAX

Exploring MOGPs from scratch

End-to-end math derivations for Gaussian process regression and classification

Exploring KFAC-Laplace approximation on simple problems in JAX

Implementing conditional neural processes from scratch in JAX

Pros and cons of several jax optimizers.

Get contributorsâ€™ list using GitHub API and pandas

Implementation of IRLS from Probabilistic ML book of Dr. Kevin Murphy and its comparison with naive second order implementation.

Most used commands while working with gcloud

This is a collection of FAQs/road-blocks/queries/issues I had over the past 2 years of engagement with GitHub.

Practical and direct introduction to PyTorch

A video lecture series from Prof. Philipp Hennig

Review of PhD thesis of Dr. Yarin Gal

PyTorch zen tips

Conference Presentation Tips

A basic comparison among GPy, GPyTorch and TinyGP

A programming introduction to QBC with Random Forest Classifier.

Understanding KL divergence

Where .py files are better than .ipynb files?

A last-minute help list

An idea of input warping GPs

A simple demo of sparse regression in stheno with VFE and FITC methods.

Most used command while working with Docker

Apply constraints in GPy, GPFlow, GPyTorch

An exploratory analysis of kernels in GPs

Programatically download OpenAQ data

A programming introduction to Active Learning with Bayesian Linear Regression.