University of Illinois Urbana Champaign - Data Analytics Foundations for Accountancy II 

Welcome to Data Analytics Foundations for Accountancy II

Meet Professor Brunner

Syllabus

About the Discussion Forums

Updating Your Profile

Social Media

Orientation Quiz

Introduction to Module 1

Introduction to Machine Learning

Introduction to Linear Regression

Introduction to k-nn

Module 1 Overview

Lesson 1-1 Readings

Lesson 1-2 Readings

Module 1 Graded Quiz

Introduction to Module 2

Introduction to Fundamental Algorithms

Introduction to Logistics Regression

Introduction to Decision Trees

Introduction to Support Vector Machine

Module 2 Overview

Lesson 2-1 Readings

Lesson 2-3 Readings

Lesson 2-4 Readings

Module 2 Graded Quiz

Introduction to Module 3

Introduction to Modeling Success

Introduction to Bagging

Introduction to Boosting

Introduction to ML Pipelines

Module 3 Overview

Lesson 3-1 Readings

Lesson 3-2 Readings

Module 3 Graded Quiz

Introduction to Module 4

Introduction to Overfitting

Introduction to Cross-Validation

Introduction to Model-Selection

Introduction to Regularization

Module 4 Overview

Lesson 4-1 Readings

Lesson 4-2 Readings

Lesson 4-3 Readings

Module 4 Graded Quiz

Introduction to Module 5

Introduction to Practical Machine Learning

Introduction to Naive Bayes

Introduction to Gaussian Processes

Module 5 Overview

Lesson 5-1 Readings

Lesson 5-2 Readings

Lesson 5-3 Readings

Module 5 Graded Quiz

Introduction to Module 6

Practical Concerns with Machine Learning

Introduction to Feature Selection

Introduction to Dimension Reduction

Introduction to Manifold Learning

Module 6 Overview

Lesson 6-1 Readings

Lesson 6-3 Readings

Lesson 6-4 Readings

Module 6 Graded Quiz

Introduction to Module 7

Introduction to Clustering

Introduction to Spatial Clustering

Introduction to Density-Based Clustering

Introduction to Mixture Models

Module 7 Overview

Lesson 7-1 Readings

Lesson 7-2 Readings

Lesson 7-3 Readings

Lesson 7-4 Readings

Module 7 Graded Quiz

Introduction to Module 8

Introduction to Anomaly Detection

Statistical Anomaly Detection

Machine Learning and Anomaly Detection

Gies Online Programs

Module 8 Overview

Lesson 8-1 Readings

Congratulations!

Module 8 Graded Quiz