Reading List Category
Resource Type
Lesson

Lesson 1

Key Text eBook

Introduction to Machine Learning with Python: A…

by Müller, A. C. and Guido, S.
Key Text eBook

Data Mining and Predictive Analytics

by Larose, D. T. and Larose, C. D.
Essential Resource Website

SciPy

by SciPy
Essential Resource Website

Python vs. R: What’s the Difference? | IBM

by IBM
Essential Resource Website

NumPy

by NumPy
Essential Resource Article

Machine Learning: Algorithms, Real-World…

by Sarker, I. H.
Essential Resource Article

Internet of Things (IoT) Security Intelligence: A…

by Sarker, I. H. et al.
Essential Resource Website

Iris - UCI Machine Learning Repository

by UC Irvine Machine Learning Repository
Essential Resource Article

Market Basket Analysis Using FP Growth and…

by Venkatachari, K. and Chandrasekaran, I. D.
Essential Resource Website

Machine learning in UK financial services | Bank…

by Blake, K. et al.
Essential Resource eBook

The Big Data-Driven Business: How to Use Big Data…

by Glass, R. and Callahan, S.
Essential Resource Website

scikit-learn: machine learning in Python — scikit…

by scikit-learn
Essential Resource eBook

Business Intelligence and Big Data: Drivers of…

by Olszak, C. M.
Essential Resource Website

pandas - Python Data Analysis Library

by pandas
Wider Reading Article

A Novel Study on Machine Learning Algorithm-Based…

by Khan, A. et al
Wider Reading eBook

Predictive Analytics: The Power to Predict Who…

by Siegel, E.
Wider Reading eBook

Introduction to Data Mining, Global Edition

by Tan, P.-N., Steinbach, M., Karpatne, A. and Kumar, V.
Wider Reading Website

Free Download | Anaconda

by Anaconda
Wider Reading Website

Harry Potter

by Botnik Studios
Wider Reading Article

Real-time Weed Identification Using Machine…

by Firmansyah, E., Suparyanto, T., Hidayat, A. A. and Pardamean, B.

Lesson 2

Key Text eBook

Introduction to Data Mining, Global Edition

by Tan, P.-N. et al.
Key Text eBook

Data Mining and Predictive Analytics

by Larose, D. T. and Larose, C. D.
Essential Resource Website

Iris - UCI Machine Learning Repository

by UC Irvine Machine Learning Repository
Essential Resource eBook

How to Analyze Data

by Radcliffe, C.
Essential Resource eBook

The Big Data-Driven Business: How to Use Big Data…

by Glass, R. and Callahan, S.
Wider Reading Website

Find open data - data.gov.uk

by HM Government
Wider Reading Website

Project Jupyter | Home

by Jupyter
Wider Reading Website

Kaggle: Your Machine Learning and Data Science…

by Kaggle
Wider Reading Website

Datasets for Data Science, Machine Learning, AI…

by KDnuggets

Lesson 3

Key Text eBook

Introduction to Data Mining, Global Edition

by Tan, P.-N. et al.
Key Text eBook

Data Mining and Predictive Analytics

by Larose, D. T. and Larose, C. D.
Essential Resource eBook

Essential Mathematics for Economics and Business

by Bradley, T.
Essential Resource Website

12 Data Science Job Titles: Types of Data Science…

by Metwalli, S. A. and Urwin, M.
Essential Resource eBook

Business Intelligence and Big Data: Drivers of…

by Olszak, C. M.
Wider Reading eBook

Introduction to Machine Learning with Python: A…

by Müller, A. C. and Guido, S.
Wider Reading eBook

Predictive Analytics: The Power to Predict Who…

by Siegel, E.
Wider Reading Website

Project Jupyter | Home

by Jupyter

Lesson 4

Key Text eBook

Introduction to Data Mining, Global Edition

by Tan, P.-N. et al.
Key Text eBook

Predictive Analytics: The Power to Predict Who…

by Siegel, E.
Essential Resource Website

Bakery Sales Dataset

by Kuila, A.
Wider Reading Website

Project Jupyter | Home

by Jupyter
Wider Reading eBook

Big Data Visualization: Learn Effective Tools and…

by Miller, J. D.
Wider Reading eBook

Data Mining: Practical Machine Learning Tools and…

by Witten, I. H, Frank, E. and Hall, M. A.
Wider Reading Website

Efficient-Apriori — Efficient-Apriori 2.0.3…

by Odland, T.

Lesson 5

Key Text eBook

Python for Scientific Computing and Artificial…

by Lynch, S.
Essential Resource eBook

Python for Data Analysis: Data Wrangling with…

by McKinney, W.
Essential Resource eBook

Introduction to Machine Learning with Python: A…

by Müller, A. C. and Guido, S.
Essential Resource eBook

Statistics and Data Visualisation with Python

by Rogel-Salazar, J.
Wider Reading Website

Welcome to Colab - Colab

by Google Colab

Lesson 6

Key Text eBook

Introduction to Machine Learning with Python: A…

by Müller, A. C. and Guido, S.
Essential Resource eBook

Python for Data Analysis: Data Wrangling with…

by McKinney, W.
Essential Resource eBook

Statistics and Data Visualisation with Python

by Rogel-Salazar, J.
Essential Resource eBook

Python for Scientific Computing and Artificial…

by Lynch, S.
Wider Reading Website

Welcome to Colab - Colab

by Google Colab
Wider Reading Website

Breast Cancer Dataset

by M Yasser H

Lesson 7

Key Text eBook

Introduction to Machine Learning with Python: A…

by Müller, A. C. and Guido, S.
Essential Resource eBook

Python for Scientific Computing and Artificial…

by Lynch, S.
Essential Resource eBook

Statistics and Data Visualisation with Python

by Rogel-Salazar, J.
Essential Resource eBook

Python for Data Analysis: Data Wrangling with…

by McKinney, W.
Wider Reading Website

Welcome to Colab - Colab

by Google Colab

Lesson 8

Key Text eBook

Data Mining: Practical Machine Learning Tools and…

by Witten, I. H, Frank, E. and Hall, M. A.
Key Text eBook

Data Mining and Predictive Analytics

by Larose, D. T. and Larose, C. D.
Key Text eBook

Introduction to Machine Learning with Python: A…

by Müller, A. C. and Guido, S.
Key Text eBook

Introduction to Data Mining, Global Edition

by Tan, P.-N. et al.
Essential Resource eBook

Python for Scientific Computing and Artificial…

by Lynch, S.
Essential Resource eBook

Business Intelligence and Big Data: Drivers of…

by Olszak, C. M.
Essential Resource eBook

Predictive Analytics: The Power to Predict Who…

by Siegel, E.
Wider Reading eBook

Big Data, IoT, and Machine Learning

by Agrawal, R., Paprzycki, M. and Gupta, N. (eds)
Wider Reading Website

Welcome to Colab - Colab

by Google Colab

Lesson 9

Key Text eBook

Linear Algebra with Machine Learning and Data

by Arangala, C.
Key Text eBook

Efficient Learning Machines: Theories, Concepts,…

by Awad, M. and Khannah, R.
Essential Resource eBook

Python for Scientific Computing and Artificial…

by Lynch, S.
Essential Resource eBook

Statistics and Data Visualisation with Python

by Rogel-Salazar, J.
Wider Reading Website

Welcome to Colab - Colab

by Google Colab
Wider Reading Website

Google Search Statistics - Internet Live Stats

by Internet Live Stats

Lesson 10

Key Text eBook

Data Mining: Practical Machine Learning Tools and…

by Witten, I. H, Frank, E. and Hall, M. A.
Key Text eBook

Data Mining and Predictive Analytics

by Larose, D. T. and Larose, C. D.
Key Text eBook

Python for Scientific Computing and Artificial…

by Lynch, S.
Key Text eBook

Introduction to Machine Learning with Python: A…

by Müller, A. C. and Guido, S.
Key Text eBook

Predictive Analytics: The Power to Predict Who…

by Siegel, E.
Key Text eBook

Linear Algebra with Machine Learning and Data

by Arangala, C.
Key Text eBook

Introduction to Data Mining, Global Edition

by Tan, P.-N. et al.
Wider Reading Website

Wellbeing Services Student Portal - Home

by Arden University Wellbeing Services
Wider Reading Website

Careers and employability | Student careers |…

by Arden University
Wider Reading Website

Academic Skills | Arden Learning Success Hub

by Arden University Learning Success Hub