Data Fundamentals, ingestion, transformations: Beginner's guide for AWS Machine Learning Exam Series Part 5

From iPhone Shop to AI Insights: AWS Machine Learning Basics Explained with Real Stories

Welcome to the 5th Part of AWS Machine learning associate Series. In our last Post, we had seen Business Problem Formulation – Does our Business Need an ML Solution? or not. So, now, let's imagine our problem requires ML Solution. The first step involves collecting data..  But we dont' know how to do or where to start right? So, in this post let's see fundamentals of data — the building blocks of every machine learning project. If you’ve ever wondered how Apple predicts iPhone sales, how Amazon recommends products, or how a small shopkeeper can avoid wasting rice, the answer is the same: data. So, its important to understand Fundamentals first i had written as usual, even for a non tech user to understand, so let's begin.. 

Beginner's guide for AWS Machine Learning Exam Series Part 4: Problem Formulation – Does Your Business Need an ML Solution?

Welcome to the 4th Part of AWS Machine learning associate Series where we explain key topics to prepare for the exam..In this post, let's explore Whether your business problem needs ML solution or regular solution which is the first step required for building Machine Learning Model. As usual, i tried to keep it beginner friendly in such a way, even a non tech user or beginner can understand.So, even if you are non tech user, feel free to join our journey..

The Rice Shop, the Rain, and the Cloud

A story about how a small-town dream met Machine Learning — and how you can too..

Chapter 1 – The Problem Nobody Could Name (Defining the Business Problem for ML)

Imagine you are in a deep forest, where the smelled of cardamom tea and the monsoon clouds rolled in like slow-moving giants, you see a rice shop run by a man named Ravi.

Ravi wasn’t a tech guy. He didn’t own a laptop. His world was measured in bags of rice, customer smiles, and the weight of coins in his pocket at the end of the day.

Kali Linux 2025.3 Release: Whats New and how to upgrade or download (Details here)

Kali Linux 2025.3? Yes, it is! I was browsing GitHub for cool projects to test on my PC, that’s when I noticed the milestone for Kali Linux 2025.3 was nearly complete—scheduled for release on September 9, 2025. So I decided to write this guide for our blog readers on how to download Kali Linux 2025.3 or upgrade from earlier versions.