Skip to main content

What Is Machine Learning (ML)? When Should You Use ML?

What Is Machine Learning (ML)?
Machine learning is a type of Artificial intelligence (AI) that provides computers with the ability to learn data automatically without human interventions.

Machine learning is a method of data analysis that provides computers with the ability to learn without being explicitly programmed.

It is a branch of artificial intelligence based on the idea that systems can learn from data, identify patterns and make decisions with minimal human intervention. Over the last few years, machine learning has become more and more popular. As a result, the demand for machine learning specialists is growing too. Luckily, it is relatively easy to start learning the subject - for example, various types of online learning materials are available online, including ML training courses, guides, and online videos. All you need to do - is just to have a desire to learn this subject.

Machine learning is a simply a way of achieving Artificial intelligence (AI).
Machine learning was coined in 1959 by Arthur Samuel.

When Should You Use Machine Learning?
Using machine learning when you have a more complex task or problem involving a large amount of data and lots of variables, but no existing formula or equation.

Why Is Machine learning Important?
It's possible to quickly and automatically produce models that can analyse more complex data and faster delivery with more accurate results.

Organizations can make better decisions without human intervention.

What Is Deep Learning?
Deep Learning also known as Deep Neural Learning or Deep Neural Network.

Deep learning is a subset of Machine Learning in Artificial Intelligence (AI) that has networks which are capable of learning unsupervised from data that is unstructured or unlabeled.

How Machine Learning Works?
What Are some Popular Machine Learning Methods?
Broadly, there are 4 types of Machine Learning Algorithms -
1.      Supervised Learning - It used for learning algorithms are trained using labelled.
2.      Unsupervised Learning - It is used against data that has no historical labels.
3.      Reinforcement Learning - It is used for robotics, gaming and navigation.
4.      Semisupervised Learning - It is used for the same applications as supervised learning.

What's required to create good Machine Learning Systems?
Data preparation capabilities and Analyse more complex data.
1.      Algorithms – basic and advanced
2.      Automation and iterative processes
3.      Scalability
4.      Ensemble modeling
5.      Scalability
6.      Ensemble modeling

What Are The Common Machine Learning Algorithms?
Here is the list of commonly used machine learning algorithms. These algorithms can be applied to almost any data problem-
1.      Linear Regression
2.      Logistic Regression
3.      Decision Tree
4.      SVM
5.      Naive Bayes
6.      kNN
7.      K-Means
8.      Random Forest
9.      Dimensionality Reduction Algorithms
10.  Gradient Boosting algorithms
-          GBM
-          XGBoost
-          LightGBM
-          CatBoost
Why Should People Learn Machine Learning?
So should you learn machine learning?

According to Forbes, “Machine Learning Engineers, Data Scientists, and Big Data Engineers rank among the top emerging jobs on LinkedIn. Data scientist roles have grown over 650% since 2012, but currently, 35,000 people in the US have data science skills, while hundreds of companies are hiring for those roles.”
By Anil Singh | Rating of this article (*****)

Popular posts from this blog

39 Best Object Oriented JavaScript Interview Questions and Answers

Most Popular 37 Key Questions for JavaScript Interviews. What is Object in JavaScript? What is the Prototype object in JavaScript and how it is used? What is "this"? What is its value? Explain why "self" is needed instead of "this". What is a Closure and why are they so useful to us? Explain how to write class methods vs. instance methods. Can you explain the difference between == and ===? Can you explain the difference between call and apply? Explain why Asynchronous code is important in JavaScript? Can you please tell me a story about JavaScript performance problems? Tell me your JavaScript Naming Convention? How do you define a class and its constructor? What is Hoisted in JavaScript? What is function overloadin

List of Countries, Nationalities and their Code In Excel File

Download JSON file for this List - Click on JSON file    Countries List, Nationalities and Code Excel ID Country Country Code Nationality Person 1 UNITED KINGDOM GB British a Briton 2 ARGENTINA AR Argentinian an Argentinian 3 AUSTRALIA AU Australian an Australian 4 BAHAMAS BS Bahamian a Bahamian 5 BELGIUM BE Belgian a Belgian 6 BRAZIL BR Brazilian a Brazilian 7 CANADA CA Canadian a Canadian 8 CHINA CN Chinese a Chinese 9 COLOMBIA CO Colombian a Colombian 10 CUBA CU Cuban a Cuban 11 DOMINICAN REPUBLIC DO Dominican a Dominican 12 ECUADOR EC Ecuadorean an Ecuadorean 13 EL SALVADOR

AngularJs input date format calendar

Table of Context bout  the input date.  Click for live demo on plnker 1. Allow to use of a custom date format like "yyyy/MM/dd" or "yyyy-MM-dd" etc. 2. Allow to check the input date typed by the user is correct or not. 1 2 3 4 //The model must be a Date object, otherwise Angular will throw an error. //The error is Invalid Date objects will be rendered as an empty string. i.e. The dates whose getTime() is NaN. //The model must be a Date object, otherwise Angular will throw an error. //The error is Invalid Date objects will be rendered as an empty string. i.e. The dates whose getTime() is NaN. The Example 1 code as given below. 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 <!doctype html> <html lang= "en" > <head>      <meta charset= "utf-8" />      <script src= "

25 Best Vue.js 2 Interview Questions and Answers

What Is Vue.js? The Vue.js is a progressive JavaScript framework and used to building the interactive user interfaces and also it’s focused on the view layer only (front end). The Vue.js is easy to integrate with other libraries and others existing projects. Vue.js is very popular for Single Page Applications developments. The Vue.js is lighter, smaller in size and so faster. It also supports the MVVM ( Model-View-ViewModel ) pattern. The Vue.js is supporting to multiple Components and libraries like - ü   Tables and data grids ü   Notifications ü   Loader ü   Calendar ü   Display time, date and age ü   Progress Bar ü   Tooltip ü   Overlay ü   Icons ü   Menu ü   Charts ü   Map ü   Pdf viewer ü   And so on The Vue.js was developed by “ Evan You ”, an Ex Google software engineer. The latest version is Vue.js 2. The Vue.js 2 is very similar to Angular because Evan You was inspired by Angular and the Vue.js 2 components looks like -

nullinjectorerror no provider for httpclient angular 17

In Angular 17 where the standalone true option is set by default, the app.config.ts file is generated in src/app/ and provideHttpClient(). We can be added to the list of providers in app.config.ts Step 1:   To provide HttpClient in a standalone app we could do this in the app.config.ts file, app.config.ts: import { ApplicationConfig } from '@angular/core'; import { provideRouter } from '@angular/router'; import { routes } from './app.routes'; import { provideClientHydration } from '@angular/platform-browser'; //This (provideHttpClient) will help us to resolve the issue  import {provideHttpClient} from '@angular/common/http'; export const appConfig: ApplicationConfig = {   providers: [ provideRouter(routes),  provideClientHydration(), provideHttpClient ()      ] }; The appConfig const is used in the main.ts file, see the code, main.ts : import { bootstrapApplication } from '@angular/platform-browser'; import { appConfig } from '