YoVDO

Classification Models

Offered By: Udacity

Tags

Business Intelligence Courses Alteryx Courses Data Analytics Courses Predictive Modeling Courses Logistic Regression Courses Decision Trees Courses Classification Models Courses Binary Classification Courses

Course Description

Overview

The Classification Models course provides students with the foundational knowledge to use classification models to create business insights. You will learn:

  • How classification modeling differs from modeling with numeric data
  • To use binary classification models to make predictions of binary outcomes
  • To use non-binary classification models to make predictions of non-binary outcomes

    Throughout this course you’ll also learn the techniques to apply your knowledge in a data analytics program called Alteryx. At the end of the course, you’ll complete a project based on the principles in the course.

    This course is part of the Business Analyst Nanodegree.


    • Syllabus

    • Introduction to Classification Modeling
      • Learn the key terminology used in predictive modeling.,Learn the how to choose variables to use in a predictive model.,Practice preparing a dataset for modeling.
    • Binary Classification Models
      • Learn how to use models to predict data with two possible outcomes.,Use logistic regression and decision tree models.,Learn how to compare models and interpret results.
    • Non-Binary Classification Models
      • Learn how to use models to predict categorical data with three or more possible outcomes.,Learn how to use decision tree, forest, and boosted models.,Compare models and interpret results.

    Taught by

    Ben Burkholder

    Related Courses

    Introduction to Machine Learning
    A Cloud Guru     Продвинутые методы машинного обучения
    Higher School of Economics via Coursera     AI for Medical Prognosis
    DeepLearning.AI via Coursera     人工智慧：機器學習與理論基礎 (Artificial Intelligence - Learning & Theory)
    National Taiwan University via Coursera     The Analytics Edge
    Massachusetts Institute of Technology via edX