Book Cover

Advanced Data Analytics for Organizations

Data Analytics

ISBN #978-1-959142-07-2

Advanced Data Analytics for Organizations

Douglas Dean, PhD

This resource uses a variety of data analytics processing applications—such as Python, Jupyter Notebook, and Microsoft Excel, as well as several other softwares—to introduce students to the data analytics process. This resource is intended to help students gain experience with key machine learning algorithms and provide students with the knowledge they need to use that experience in real life applications.

PREVIEW A CHAPTER
REQUEST ACCESS
  • Free instructor demo access to full resource!
  • Plug-and-play solution for instant adoption
  • Lifetime access for students

Course Objective

This resource introduces students to the data analytics process using tools like Python, Jupyter Notebook, and Microsoft Excel, helping them gain experience with machine learning algorithms for real-life applications.

Table of Contents

1: Course Intro
2: Under and Overfitting
3: Anomaly/Outlier Detection
4: Python Modeling
5: CART: Classification and Regression Trees
6: MLR: Multiple Linear Regression
7: Related Input Variables and Related Output Variables
8: TSF: Time Series Forecasting
9: Categorical Prediction Model Evaluation
10: LogReg: Logistic Regression
11: KNN: K-Nearest Neighbors
12: Midterm Exam
13: ANN: Artificial Neural Networks
14: GB: Gradient Boosting
15: RF: Random Forests
16: Cluster Analysis and Subpopulations
17: SVM: Support Vector Machines and Profit Analysis
18: Project: Putting It All Together
19: Final Exam
20: Foundation Stats (Resource)
21: Python Basics (Resource)
22: Missing Values (Resource)
23: Data Management and Sampling (Resource)
24: Changing the Probability Cutoff

View a sample video!

REQUEST FOR ACCESS

Request free instructor access to any resource. Simply let us know who you are, what school you teach at, which resources you would like access to, and we’ll do the rest!

Not sure which resource fits best for you?

VIEW CATALOG

Made by professors, for professors

Auto-Graded Assessments

Customize assessments or create new ones. Assessments are completed online within the text and instantly graded with detailed feedback.

LMS Integration

Access courseware with single sign-on convenience using our LMS integration tools. Assignments, exams, and grades are automatically synced.

Instructor Materials

Take advantage of study plans, PowerPoint presentations, and test banks so that courses require minimal start-up time.

Micro-Credentials & Certificates

Allow your students to earn achievements in the classroom. Keep them engaged using ready-made badges and certificates, or create your own.

AI Virtual Assistant

Our AI Virtual Assistant transforms how students engage with content, offering features like multilingual translation, question answering, progress assessment, and much more.

FAQs

MyEducator was founded by university professors who were frustrated with traditional publishers. Fed up with the high cost for students, outdated content, and ineffective use of technology, they set out to create interactive smart textbooks that could be customized for each course. They knew there had to be a better way.

We understand the need for change–not just in the content students use but in how they apply their knowledge in the real world. Join our mission to make learning more accessible and relevant for every student, in every class, everywhere.

We are proud to offer some of the lowest prices in the industry, with all of our academic textbooks (for university and classroom use) priced at $89 or less. Many of our modules and supplements are even more affordable. You can choose from ready-made courseware bundles, or customize your own for additional savings for students!

Students have access for life. They can even access updates and new versions of their resource at any time for no additional cost.

Yes! You can custom-tailor any resource with your own materials, add/remove and rearrange content, and you even have access to our authors to assist in creating the perfect resource for your specific needs.

Lightning fast–once you choose to adopt, our team is ready to assist with setup and provide continuous support.

We integrate with all major LMS platforms: Canvas, Brightspace, Moodle, and Blackboard. Integration is secure and stable.

We have collaborated closely with our authors to make your adoption process as turn-key as possible! While offerings vary by resource, we generally provide a full range of materials, including syllabi, instructor guides, lesson outlines, robust auto-graded assessments, videos, current event articles, case studies, simulations, games, an AI Virtual Assistant, and more. We’re constantly adding resources to support your teaching needs!

Related Courseware

Book Cover

Business Analytics and Machine Learning:

Book Cover

Introduction to Python Data Analytics
Book Cover

Data Mining for the Masses—5th ed.

Ready to get started?

Contact us today