top of page
hand-businesswoman-touching-hand-artificial-intelligence-meaning-technology-connection-go-

Supervised and unsupervised learning in AI

Let's learn the two basic approaches of data science, the supervised learning and the unsupervised learning.


What is supervised learning?

Supervised learning is a machine learning approach that uses labeled datasets. These datasets are designed to predict the outcomes accurately. Using labeled inputs and outputs, the model can measure its accuracy and learn over time.

Supervised learning can be separated into two types of problems.

classification and Regression


Classification problems uses an algorithm to accurately assign test data to specific categories such as separating apples from oranges.

Regression is another type of supervised learning method that uses an algorithm to understand the relationship between dependent and independent variables. Regression models are helpful in predicting numerical values based on different data points.




what is unsupervised learning?

Unsupervised learning uses machine learning algorithms to analyze and cluster unlabeled datasets.

These algorithms discover hidden patterns in data.

Unsupervised learning models are used for three main tasks: clustering , associating and dimensionality reduction.


Clustering:

Clustering is a data mining technique for grouping unlabeled data based on their similarities or differences.


Association:

Association uses different rules to find relationships between variables in a given dataset


Dimensionality reduction:

It's a learning technique used when the number of features in a given dataset is too high. It reduces the number of data inputs to a manageable size while also preserving the data



28 views1 comment

Recent Posts

See All

Beginner Friendly Java String Interview Questions

Hello Everyone! Welcome to the second section of the Java Strings blog. Here are some interesting coding questions that has been solved with different methods and approaches. “Better late than never!”

1 комментарий

Оценка: 0 из 5 звезд.
Еще нет оценок

Добавить рейтинг
Гость
27 апр. 2023 г.

ChatGPT's convenience is unmatched, it's always available and accessible to users globally, at any time of day or night. The Utopia P2P ecosystem chatGPT assistant is a one-stop solution for customers' inquiries and concerns, where users can receive prompt and timely responses without the hassle of navigating complicated menus and interfaces.


Лайк
bottom of page