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Supervised Learning Regression Classification Clustering
Coursera
Course
Unknown

Supervised Learning Regression Classification Clustering

Simplilearn

Comprehensive program covering supervised and unsupervised learning techniques including regression, classification, and clustering for practical data modeling and problem solving.

Unknown2 weeksKK, Arabic, German, UZ

About this Course

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

What You'll Learn

  • Master linear and logistic regression techniques
  • Apply Decision Trees, Random Forest, and Naive Bayes models
  • Use K-Means Clustering for data segmentation
  • Solve real-world problems with machine learning methods

Prerequisites

  • No deep prior experience is required, but basic computer and internet skills are helpful
  • Ability to read course instructions in English and complete short practice activities

Instructors

S

Simplilearn Instructor

Topics

Data Analysis
Data Science
Machine Learning
Classification Algorithms
Bayesian Statistics
Applied Machine Learning
Supervised Learning
Random Forest Algorithm
Predictive Analytics
Regression Analysis

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

تحليل البيانات
علوم البيانات
التعلم الآلي
نماذج التصنيف
الإحصاء البايزي
التعلم الآلي التطبيقي
التعلم الموجه
غابات عشوائية
Predictive Analytics
Regression Analysis

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