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Build Regression, Classification, and Clustering Models
Coursera
Course
Unknown

Build Regression, Classification, and Clustering Models

CertNexus

Learn to create machine learning models for decision-making and prediction using regression, classification, and clustering techniques for business insights.

Unknown6 weeksEnglish

About this Course

In most cases, the ultimate goal of a machine learning project is to produce a model. Models make decisions, predictions—anything that can help the business understand itself, its customers, and its environment better than a human could. Models are constructed using algorithms, and in the world of machine learning, there are many different algorithms to choose from. You need to know how to select the best algorithm for a given job, and how to use that algorithm to produce a working model that pr

What You'll Learn

  • Train and evaluate linear regression models
  • Train binary and multi-class classification models
  • Evaluate and tune classification models
  • Train and evaluate clustering models to identify patterns

Instructors

A

Anastas Stoyanovsky

Topics

Predictive Modeling
Regression Analysis
Linear Algebra
Statistical Modeling
Machine Learning
Supervised Learning
Classification Algorithms
Model Evaluation
Unsupervised Learning
Performance Tuning

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

النمذجة التنبؤية
تحليل الانحدار
الجبر الخطي
النمذجة الإحصائية
التعلم الآلي
التعلم الخاضع للإشراف
خوارزميات التصنيف
تقييم النماذج
Unsupervised Learning
Performance Tuning

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