К содержимому
learnspaceYOUR NEXT CHAPTER
ПРОСТРАНСТВО ОБУЧЕНИЯ
ГлавнаяКаталог курсовМоё обучениеCoursera

Знания без границ

Учитесь у лучших университетов и компаний мира.

Открыть Coursera
Интеграция
Пространство университета
Моё пространствоСтраница курса
↵
ЯЛичный кабинетСтудент
© 2026 LearnSpaceКаждый день — возможность узнать больше.Помощь
Supervised Learning Regression Classification Clustering · LearnSpace
Назад в каталог
courseraАнализ данных

Supervised Learning Regression Classification Clustering

Курс от Simplilearn
Начальный≈ 7.7 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This comprehensive Supervised and Unsupervised Machine Learning program will equip you with essential skills for data modeling and analysis. You’ll master regression techniques, classification models, and clustering algorithms to address real-world challenges and drive impactful data solutions. By the end of this course, you will be able to: - Master Regression Techniques: Learn linear and logistic regression to predict variables and classify data, and select the right method for your projects. - Apply Classification Models: Gain expertise in Decision Trees, Random Forest, and Naive Bayes for accurate data analysis and predictions. - Implement Clustering Algorithms: Understand and apply K-Means Clustering to identify patterns, group data, and solve tasks like segmentation and recognition. - Solve Real-World Problems: Use supervised and unsupervised learning techniques to tackle complex challenges and make data-driven decisions. Guided by experts, you’ll acquire practical skills to excel in machine learning and deliver innovative solutions across industries.

Навыки, которые вы освоите

Logistic RegressionRandom Forest AlgorithmUnsupervised LearningRegression AnalysisDecision Tree LearningSupervised LearningClassification AlgorithmsPredictive AnalyticsMachine Learning MethodsData AnalysisApplied Machine LearningData ModelingPredictive ModelingMachine Learning AlgorithmsMachine Learning

Программа курса

2 модулей · 38 учебных материалов

01Supervised Learning – Regression and Classification29 материалов

Regression in Supervised Learning

Course SyllabusЧтениеTypes of Regression in Supervised LearningВидеоWhat is Linear Regression?ВидеоLinear RegressionВидео

Учитесь у экспертов

Simplilearn Instructor

Преподаватель курса

Supervised Learning Regression Classification Clustering
В каталоге вашей программы

Инвестируйте в себя

Новые знания — в удобное для вас время.

Начать на Coursera

Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 7.7 ч

2 модулей

Язык: Английский

Субтитры: Арабский, Французский, Узбекский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский, Казахский, Венгерский

Часть программы вашего университета
Multiple Linear RegressionВидео
Use Case Implementation of Linear RegressionВидео
Logistic RegressionВидео
Use Case ImplementationВидео
Types of Regression in Supervised LearningЧтение

Classification Models in Supervised Learning

Classification Models in Supervised LearningВидеоDemo on Logistic Regression Part - 1ВидеоDemo on Logistic Regression Part - 2ВидеоDemo on K-Nearest NeighborsВидеоDemo on Support Vector MachinesВидеоClassification Models in Supervised LearningЧтение

Decision Trees

Decision Tree TutorialВидеоDemo on Decision TreesВидеоUse Case - Loan Repayment PredictionВидеоAdvantages of Decision TreeВидеоDecision Tree in Machine LearningВидеоUse Case Implementation Part 1Видео

Random Forest Algorithm

Random Forest AlgorithmВидеоUse Case Implementation Part 1ВидеоUse Case Implementation Part 2Видео

Naive Bayes Classifier

What is Naive Bayes?ВидеоUnderstanding Naive Bayes ClassifierВидеоAdvantages of Naive Bayes ClassifierВидеоUse Case ImplementationВидеоAssessment for Supervised Learning – Regression and ClassificationЗадание
02Unsupervised Learning – Clustering Algorithms9 материалов

Introduction to Clustering

Types of ClusteringВидео

K-Means Clustering

What is K Means Clustering?ВидеоApplications of K-Means ClusteringВидеоHow Does K-Means Clustering Work?ВидеоK-Means Clustering AlgorithmВидеоDemo K-Means ClusteringВидеоUse Case Color CompressionВидеоK Means Clustering AlgorithmЧтениеAssessment for Unsupervised Learning – Clustering AlgorithmsЗадание