Introduction Brief overview of the blog post Hello, fellow engineers! Looking to dive into the magic behind clustering in machine learning? Well, then you’ve come to the right place! In this post, we’re going to deep-dive into the colorful realm of K-means clustering, a powerful algorithm that might look deceptively simple but hides a beastly […]
Author: Aakash Sharan
Neural Networks 101: Dive into the Fundamentals
Introduction: Diving into the World of Neural Networks Welcome aboard, folks! We’re about to embark on a thrilling journey into the world of neural networks – an integral part of the exciting machine learning and deep learning landscape. What is a Neural Network? Imagine your brain. Now imagine it a lot simpler (no offense intended!). […]
Mastering gRPC Advanced Techniques: A Comprehensive Guide – Part II
Alrighty then! Let’s pick up from where we left off in Part 1. Buckle up, and let’s dive right in! Implementing gRPC Services Server-side Implementation A. Define Service Methods Let’s use the hello world example from the part I section: syntax = "proto3"; option java_multiple_files = true; option java_package = "com.example.grpc.helloworld"; option java_outer_classname = "HelloWorldProto"; […]
Mastering gRPC Basics: A Comprehensive Guide – Part I
Understanding gRPC gRPC and its purpose gRPC is a modern Remote Procedure Call (RPC) framework. But what does that mean? Think of it like this: imagine you have two computers, and you want them to communicate with each other. You could do that by sending messages back and forth, but that can be tedious and […]
Improving Your Business with the Kano Model
When developing a new product or adding fresh features to an existing one, it’s crucial to understand what our customers want and need. Whether the product is for an internal team or external users, the question remains the same – what features should we develop to satisfy our customers? Many organizations use popular frameworks to […]
The Path to Enhanced Analysis: Demystifying Dimensionality Reduction
Understanding the Basics Well, let’s get the ball rolling with a dinner party analogy. Imagine throwing a dinner party for a hundred guests – all fun and games, right? But keeping tabs on all of them is a nightmarish task. Now, imagine if you could group these guests into ten tables, based on similarities, like […]
Accelerating Your ML Projects with Automated MLOps Pipelines: Best Practices to Follow
Organizations are harnessing the power of artificial intelligence (AI) and machine learning (ML) to gain insights into customer behavior, operational efficiencies, and numerous other business challenges. As a result, companies are making substantial investments in data science technology and teams to develop and train analytical models. While these investments pay off, the real jackpot lies […]
Linear Regression: The Foundation of Predictive Analytics
Let’s chat about one of the most fundamental techniques in machine learning and statistics – Linear Regression, which forms the backbone of many advanced techniques, so it’s a great place to start. Understanding the Basics Linear Regression is like the Swiss Army knife of statistics. It’s a predictive modeling technique that finds the best-fitting straight […]
From Good to Great: The Impact of Regularization on Machine Learning Performance
Let’s talk about regularization in machine learning, a really handy concept that helps us build better predictive models. In machine learning, we’re often trying to make predictions based on data. For example, we might want to predict the price of a house based on its size, location, and other factors. To do this, we build […]
Mastering Scala Basics: Collections
Scala collections systematically distinguish between mutable (scala.collection.mutable) and immutable (scala.collection.immutable) collections. A mutable collection can be updated or extended in place. This means you can change, add, or remove elements of a collection as a side effect. Immutable collections, by contrast, never change. You have still operations that simulate additions, removals, or updates, but those […]