Reading List Category
Resource Type
Lesson

Lesson 1

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.
Essential Resource Website

Python vs. R: What’s the Difference?

by IBM Cloud Team
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 Website

SciPy Home page

by SciPy
Essential Resource eBook

Business Intelligence and Big Data: Drivers of…

by Olszak, C. M.
Essential Resource Website

pandas - Python Data Analysis Library

by pandas
Essential Resource Website

Machine learning in UK financial services | Bank…

by Blake, K. et al.
Essential Resource Article

Market Basket Analysis Using FP Growth and…

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

Iris - UCI Machine Learning Repository

by UC Irvine Machine Learning Repository
Essential Resource Article

Internet of Things (IoT) Security Intelligence: A…

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

Machine Learning: Algorithms, Real-World…

by Sarker, I. H.
Essential Resource Website

NumPy Home Page

by NumPy

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

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

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

How to Analyze Data

by Radcliffe, C.

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

Business Intelligence and Big Data: Drivers of…

by Olszak, C. M.
Essential Resource Website

10 Data Science Job Titles: Types of Data Science…

by Metwalli, S. A.
Essential Resource eBook

Essential Mathematics for Economics and Business

by Bradley, T.

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 | Kaggle

by Kuila, A.

Lesson 5

Key Text eBook

Python for Scientific Computing and Artificial…

by Lynch, S.
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.
Essential Resource eBook

Python for Data Analysis: Data Wrangling with…

by McKinney, W.

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.

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

Python for Data Analysis: Data Wrangling with…

by McKinney, W.
Essential Resource eBook

Statistics and Data Visualisation with Python

by Rogel-Salazar, J.

Lesson 8

Key Text eBook

Introduction to Data Mining, Global Edition

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

Big Data, IoT, and Machine Learning

by Agrawal, R., Paprzycki, M. and Gupta, N. (eds)
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.
Essential Resource eBook

Predictive Analytics: The Power to Predict Who…

by Siegel, E.
Essential Resource eBook

Business Intelligence and Big Data: Drivers of…

by Olszak, C. M.
Essential Resource eBook

Python for Scientific Computing and Artificial…

by Lynch, S.

Lesson 9

Key Text eBook

Efficient Learning Machines: Theories, Concepts,…

by Awad, M. and Khannah, R.
Key Text eBook

Linear Algebra with Machine Learning and Data

by Arangala, C.
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.

Lesson 10

Key Text eBook

Predictive Analytics: The Power to Predict Who…

by Siegel, E.
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

Data Mining: Practical Machine Learning Tools and…

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

Introduction to Data Mining, Global Edition

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

Linear Algebra with Machine Learning and Data

by Arangala, C.