Branches of mechanical engineering: Dso 530: Applied Modern Statistical Learning Techniques

DSO 530: Applied Modern Statistical Learning Techniques

Lectures Link:  https://www.youtube.com/user/abbassalsharif/videos?disable_polymer=1

Very useful flat for R lovers! :) this flat is taught past times Dr.

Abbass Al Sharif

Website Link: https://www.alsharif.info/iom530

Syllabus

Download Course Syllabus

Slides

Chapter 2: Statistical Learning- pdf (part 1, part 2), ppt (part 1, part 2)

Chapter 3: Linear Regression- pdf, ppt

Chapter 4: Classification- pdf (part 1, part 2), ppt (part 1, part 2)

Chapter 5: Resampling Methods- pdf, ppt

Chapter 6: Linear Model Selection as well as Regularization- pdf, ppt

Chapter 7: Moving Beyond Linearity

Chapter 8: Tree-Based Methods- pdf (part 1, part 2), ppt (part 1, part 2)

Chapter 9: Support Vector Machines- pdf, ppt

Chapter 10: Unsupervised Learning- pdf, ppt

R Code alongside Explanations

KNN for Classification: pdf

Simple Linear Regression: html, pdf

Multiple Linear Regression: html, pdf

Logistic Regression, LDA, QDA: pdf

(Similar documents volition move added during the Fall 2014 semester)

Project

Project Description: Download

Sample 1: What Causes Retweets?

Sample 2: Purchasing Lemons at an Auction

Sample 3: Factors Driving gross domestic product Growth

Sample 4: Finding Happiness

Sample 5: Donor Trends for a Non-Profit Organization

Sample 6: Breaking Vegas

Sample 7: Analyzing Biochemical Properties to Grade Wine Quality

Sample 8: Superball Predictions

Sample 9: How Could High School Prospects Increase their Chances at NFL Success?

Sample 10: Analysis of Determinants of Peer-to-Peer Load Default

Sample 11: SPAM Classification

Book

"An Introduction to Statistical Learning alongside Applications inwards R” past times James, Witten, Hastie, as well as Tibshirani.

Book Webpage        Datasets        R Lab Code        ISLR R Package

Sumber http://engdashboard.blogspot.com/

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