---
title: "5 Machine Learning Elements to Unlock now"
description: "Machine learning system has five elements. Those are Learning element, Knowledge base, Performance Element, Feedback element and Standard system."
url: https://srinimf.com/2020/11/01/5-elements-of-machine-learning-system/
date: 2020-11-01
modified: 2026-10-10
author: "Srini"
image: https://i0.wp.com/srinimf.com/wp-content/uploads/2020/11/pexels-photo-4778611.jpeg?fit=1880%2C1253&ssl=1
categories: ["Artificial Intelligence"]
tags: ["Machine Learning Architecture"]
type: post
lang: en
---

# 5 Machine Learning Elements to Unlock now

Here’re the top [Machine Learning](https://srinimf.com/2015/10/25/machine-learning-quiz-for-developers/) (ML) elements. Those are Learning, Knowledge base, Performance, Feedback, and Standard system.

## ML System: Real Purpose

1. Highly accurate predictions using test data
2. methods should be general-purpose, fully automatic, and “off-the-shelf”. Here are Methods And Goals In AI.
3. the rich interplay between theory and practice
4. Focus on methods that can handle large data sets.

**More on** [Supervised and Unsupervised Machine Learning Algorithms](https://machinelearningmastery.com/supervised-and-unsupervised-machine-learning-algorithms/).

## ML: Architecture Diagram

![Machine Learning Architecture Diagram](https://i0.wp.com/srinimf.com/wp-content/uploads/2020/11/architecture.jpg?resize=600%2C201&ssl=1)*Decode Machine Learning Elements*

### ML: Top Five Elements

1. Learning Element
2. Knowledge base
3. Performance element
4. Feedback Element
5. Standard system

More on [How to Understand Machine Learning Quickly](https://srinimf.com/2020/10/04/ml-model-vs-mathematical-equation/)

### How Elements Work Together

- In general, any system does have three components. Those are input, Processor, and output. These three you can find in this system (Machine learning) too.
- **Learning Element** is the first step in the system. It gets knowledge from a teacher (Source of Knowledge). It is then processed and make the input more knowledgeable.
- Then, it became a **knowledge base **(a database of knowledge). Updated knowledge is now present in the database. Here it is [What is Knowledge Base in Artificial Intelligence?.](https://www.kmslh.com/what-is-knowledge-base-in-artificial-intelligence/#:~:text=A%20knowledge%20base%20system%20powered,through%20various%20sources%20of%20information.)
- The **performance element**, of course, uses the updated knowledge, to solve the problem.
- The **feedback element** is tricky. It receives input from two resources – one from the input and the other one from the standard system. The feedback element acts as per the inputs received. This helps to give the correct output. Here it is [Foundations of Artificial Intelligence – 8. Machine Learning Learning from Observations.](http://ais.informatik.uni-freiburg.de/teaching/ss11/ki/slides/ai08_machine_learning_handout_4up.pdf)
- The **standard system – **also called the idealized system. Which is a trained computer program. It sends inputs to the feedback element to improve.

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