آموزش تحلیل‌های پیش‌بینانه (Predictive Analytics) - آخرین آپدیت

Module 1: R Basics Module 1: R Basics

• Course Overview Course Overview

• Instructor Introduction Instructor Introduction

• Module 1 Introduction Module 1 Introduction

• R Basics Pt. 1 R Basics - Pt. 1

• R Basics Pt. 2 R Basics - Pt. 2

• R Code Demo R Code Demo

• Vectors Vectors

• Factors Factors

• CSV Delimited Date CSV Delimited Date

• Dataframes Dataframes

Module 2: kNN Module 2: kNN

• Module 2 Introduction Module 2 Introduction

• Assumptions of kNN Assumptions of kNN

• kNN kNN

• Confusion Matrix Confusion Matrix

• kNN Case Study kNN Case Study

• Demo Pt. 1 Demo - Pt. 1

• Demo Pt. 2 Demo - Pt. 2

• Demo Pt. 3 Demo - Pt. 3

• Demo Pt. 4 Demo - Pt. 4

Module 3: Naive Bayes Module 3: Naive Bayes

• Module 3 Introduction Module 3 Introduction

• NB Classification NB Classification

• Principle Behind the NB Classifier Principle Behind the NB Classifier

• Case Study Case Study

• Tuning Parameters Tuning Parameters

Module 4: Decision Trees Module 4: Decision Trees

• Module 4 Introduction Module 4 Introduction

• C5.0 Algorithm C5.0 Algorithm

• Principles Behind the Decision Tree Method Principles Behind the Decision Tree Method

• Case Study Case Study

• Tuning Parameters Tuning Parameters

Module 5: ANNs Module 5: ANNs

• Module 5 Introduction Module 5 Introduction

• Introduction to Neural Networks Pt. 1 Introduction to Neural Networks - Pt. 1

• Introduction to Neural Networks Pt. 2 Introduction to Neural Networks - Pt. 2

• ANN Training ANN Training

• Case Study Click Through Rate Case Study - Click Through Rate

• Tuning Parameters Tuning Parameters

Module 6: SVMs Module 6: SVMs

• Module 6 Introduction Module 6 Introduction

• SVM Terminology SVM Terminology

• Case Study Employee Attrition Prediction Case Study - Employee Attrition Prediction

• SVM Classification SVM Classification

Module 7: Clustering Module 7: Clustering

• Module 7 Introduction Module 7 Introduction

• Distinguish Clustering and Classification Distinguish Clustering and Classification

• Case Study Customer Segmenttation Case Study - Customer Segmenttation

• kMeans Clustering kMeans Clustering

Module 8: Associative Rule Mining Module 8: Associative Rule Mining

• Module 8 Introduction Module 8 Introduction

• Association Rule Mining Association Rule Mining

• Confidence and Lift Confidence and Lift

• Case Study Market Basket Analysis Case Study - Market Basket Analysis

Summative Course Assessment Summative Course Assessment