Now Ai can compose music too using Generative Ai, State-of-the-art Gen Ai to compose Music. The goal of this article is to demonstrate how to create and compose music by using GenAi Transformers via free platforms like kaggle to perform computationally intensive GenAi tasks Kaggle Implementation…

Akaike Information Criterion (AIC) derived from frequentist probability vs Bayesian Information Criterion (BIC) Hi everyone, i’m back. In some situations, where we are confused about which models will be the best, there are tons of model comparison techniques available to compare the performance of the past and the new model…

Listing all the hypotheses available sorted in one place. Hi everyone likewise real quick today I will bring you all the hypothesis testing in one place sorted straight from my notebook so that we don't have to go everywhere to look for the appropriate hypothesis test. Do excuse me if…

Putting the whole data science journey in one template from data extraction to deployment in addition to updated MLOps practices like Model Decay. Worth reading it! Hi everyone, today we will look into the steps that we can't miss to have in our pipeline from data extraction to model training…

This article is a summary of my learning of MLOps Engineering in production from Coursera Hi everyone, i hope all is good, today I will summarize the best practices of MLOps for production that I have learned so far. Let’s start with the Common Deployment strategies: Shadow Model: where ML systems shadow the human and run in…

Full guide on how to implement sd 1.5 in cuda and Stable-Diffusion Walk Pipeline for sd videos. Hi everyone, real quick this is the continuation of my previous article stable-diffusion using Jax/FAX! for TPU implementation. Article Link: https://bobrupakroy.medium.com/awsum-stable-diffusion-1-4-in-kaggle-a47214201580 Of course, TPUs are costly and not made for personal use. So…

Apply the latest stable diffusion for free in Kaggle using JAX/ FAX! Hi there, all good ya? today i take you a tour of the ultimate innovation “Machine Capable of Creative Human Thinking”. The picture above you see is created by Ai. Come on! i certainly forgot you are already…

Create your own Mid-journey via VQGAN+CLIP Hi there, it's been a while since i wrote something new and trending, I thought the topic of stable diffusion will be a great topic. Let’s get started creating our own mid-journey similar application, I will keep it short and simple. We will be…

New Guide to Advanced Predictive analytics via OutputCodeClassifier, Power Transformations, Ensemble approaches Hi there, this is in continuation of part — I Chained and MultiLabel Algorithms: New Guide to Advanced Predictive analytics via Multi-label, Multi-output & Chained. So today we will learn a few more different approaches to performing Multiabel…