Dive into ML/AI

Using GPU instance on GCP from VS Code

Step by step tutorial

Install gcloud CLI

Exponential Moving Average attention for landmarks based action recognition

Tree data visualization with treelib

A straightforward solution for visualizing an often used data structure

As is often said, a picture is worth a thousand words. With that wisdom, I wanted to generate a tree representation for…

Caution while using nn.Parameter in Pytorch

Avoid this mistake that cost me a month’s worth of lost experiments

nn.Parameter fail to register in module.parameters()

Migrating from Intel to Apple Silicon

Issues and the hacky solutions.

Despite the promises of better machines with the launch of Apple Silicon based Macs back in 2020, everyday users are still not done dealing with innumerable issues faced while making the transition from old…

Uploading to GCP bucket from VM Instance

Working with Google Cloud Platform

This article discusses the solution for uploading data directly from a GCP virtual machine (VM) instance to the cloud storage.

Pitfalls to avoid with np.memmap

numpy version: 1.22.4

Introduction

When working with very large numpy arrays, memory constraints can be an issue. To deal with this, numpy provides a convenient function np.memmap(); memmap = memory mapped …

Installing tensorflow natively on mac-M1 in 2022

As things stand on May 2022

Since the original release by Apple in November 2020 of first Macs with an Arm-based M1 chip, there has been a constant struggle to install tensorflow natively on these machines.

Handling imbalance in regression modeling

In machine learning, it is common knowledge that if the data distribution is skewed towards certain values, it can impact the model performance severely. Further, it is rare to have real world datasets to have balanced distributions, where each observation…