Learn data mining through Excel a step-by-step approach for understanding machine learning methods /: a step-by-step approach for understanding machine learning methods. (2020)

• Record Type: Book
• Further Information: Note: Hong Zhou.
• Other Names: Zhou, Hong
• Contents: Intro -- Table of Contents -- About the Author -- About the Technical Reviewer -- Acknowledgments -- Introduction -- Chapter 1: Excel and Data Mining -- Why Excel? -- Prepare Some Excel Skills -- Formula -- Autofill or Copy -- Absolute Reference -- Paste Special and Paste Values -- IF Function Series -- Review Points -- Chapter 2: Linear Regression -- General Understanding -- Learn Linear Regression Through Excel -- Learn Multiple Linear Regression Through Excel -- Review Points -- Chapter 3: K-Means Clustering -- General Understanding -- Learn K-Means Clustering Through Excel Review Points -- Chapter 4: Linear Discriminant Analysis -- General Understanding -- Solver -- Learn LDA Through Excel -- Review Points -- Chapter 5: Cross-Validation and ROC -- General Understanding of Cross-Validation -- Learn Cross-Validation Through Excel -- General Understanding of ROC Analysis -- Learn ROC Analysis Through Excel -- Review Points -- Chapter 6: Logistic Regression -- General Understanding -- Learn Logistic Regression Through Excel -- Review Points -- Chapter 7: K-Nearest Neighbors -- General Understanding -- Learn K-NN Through Excel -- Experiment 1 -- Experiment 2 Experiment 3 -- Experiment 4 -- Review Points -- Chapter 8: Naïve Bayes Classification -- General Understanding -- Learn Naïve Bayes Through Excel -- Exercise 1 -- Exercise 2 -- Review Points -- Chapter 9: Decision Trees -- General Understanding -- Learn Decision Trees Through Excel -- Learn Decision Trees Through Excel -- A Better Approach -- Apply the Model -- Review Points -- Chapter 10: Association Analysis -- General Understanding -- Learn Association Analysis Through Excel -- Review Points -- Chapter 11: Artificial Neural Network -- General Understanding Learn Neural Network Through Excel -- Experiment 1 -- Experiment 2 -- Review Points -- Chapter 12: Text Mining -- General Understanding -- Learn Text Mining Through Excel -- Review Points -- Chapter 13: After Excel -- Index
• Publisher Details: Berkeley, CA : Apress L. P
• Publication Date: 2020
• Extent: 1 online resource (223 p.)
• Subjects: 006.3/12; Data mining; Machine learning; Data mining; Microsoft programming; Computers -- Database Management -- Data Mining; Computers -- Programming -- Microsoft Programming; Data mining; Machine learning; Electronic books; Electronic books
• Languages: English
• ISBNs: 9781484259825; 1484259823
• Related ISBNs: 1484259815; 9781484259818
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.