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Machine Learning Analyst Diploma

Course Reserves for 

Instructor Recommended Resources

Book Cover Title and Availability
gift of fire cover image

A Gift of Fire: Social, Legal ,and Ethical Issues for Computing Technology

  • Available for 3-week loan
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How Human Judge Machines

  • Available for 3-week loan
  • Available as an eBook (Open Access unlimited users)
Affective Computing 
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Affective Computing

  • Available for 3-week loan
  • Available as an eBook
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Applied Affective Computing

  • Available for 3-week loan
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The Oxford Handbook of Affective Computing

  • Available for 3-week loan
new perspectives on affect and learning technologies

New Perspectives on Affect and Learning Technologies

  • Available for 3-week loan
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Cloud Computing for Science & Engineering

  • Available as an eBook (unlimited access)
Algorithms
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Introduction to Algorithms

  • Available for 3-week loan
  • Available for 3-hour loan at Library Help Desk
  • Available as an eBook (unlimited user access)
Artificial Intelligence
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Human Centered AI

  • Available as an eBook (unlimited user access)
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Demystifying Artificial Intelligence

  • Available as an eBook (unlimited user access)
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Artificial Intelligence: A Modern Approach

  • Available for 3-week loan
Data
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Bad Data Handbook

  • Available for 3-week loan
data sciene from scratch

Data Science from Scratch

  • Available for 3-week loan
  • Available as an eBook (2 user access)
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Data Science: A First Introduction

  • Available for 3-week loan
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Learning from Data: A Short Course

  • Available for 3-week loan
Data Structure
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Think Data Structures: Algorithms and Information Retrieval in Java

  • Available for 3-week loan
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Open Data Structure: An Introduction

  • Available for 3-week loan
  • Available as an eBook
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Database Management Systems: A Business-Oriented Approach Using ORACLE, MySQL, and MS Access

  • Available as an eBook (unlimited user access)
Data Visualization
data visualization a practical introduction cover image

Data Visualization: A Practical Introduction

  • Available for 3-week loan
fundamentals of data visualization cover image

Fundamentals of Data Visualization: A Primer on Making Informative and Compelling Figures

  • Available for 3-week loan
  • Available as an eBook (6 user access)
storytelling with data

Storytelling with Data: A Data Visualization Guide for Business Professionals

  • Available for 3-week loan
Machine Learning
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The StatQuest Illustrated Guide to Machine Learning

  • Available for 3-week loan
new advances in machine learning

New Advances in Machine Learning

  • Available as an eBook (Open Access unlimited users)
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Hands-On Machine Learning with Scikit-Learn, keras & TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

  • 3rd Edition available for 3-week loan
  • 2nd Edition available for 3-hour loan at Library Help Desk
  • 2nd Edition available as an eBook (1 user access)
machine learning: a probabilistic perspective cover image

Machine Learning: A Probabilistic Perspective

  • Available as an eBook
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Foundations of Machine Learning, 2nd edition

  • Available for 3-hour loan at Library Help Desk
  • Available as an eBook (unlimited user access)
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Feature Engineering for Machine Learning: Principles and Techniques for Data Scientists

  • Available for 3-hour loan at Library Help Desk
  • Available as an eBook (2 user access)
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Feature Engineering and Selection: A Practical Approach for Predictive Models

  • Available for 3-hour loan at Library Help Desk
  • Available as an eBook (3 user access)
Python
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Data Structure and Algorithms in Python

  • Available for 3-week loan
  • Available as an eBook (unlimited user access)
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Intro to Python for the Computer and Data Sciences: To to Program with AI, Big Data, and the Cloud

  • Available for 3-week loan
  • Available for 3-hour loan at the Library Help Desk
python data cleaning cookbook cover image

Python Data Cleaning Cookbook

  • Available as an eBook
Math & Algebra
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Adult Basic Math College Prep Workbook

  • Available for 3-week loan
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Basic Maths for Adults: Everyday Maths Made Simple

  • Available for 3-week loan
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Mastering Essential Math: Problem Solving

  • Available for 3-week loan
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Math Refresher for Adults: The Perfect Solution

  • Available for 3-week loan
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Mathematics: A Complete Introduction

  • Available for 3-week loan
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The Math Book

  • Available for 3-week loan
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Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy

  • Available as an eBook (2 user access)
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No-Nonsense Algebra: Master Algebra the Easy Way

  • Available for 3-week loan
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Algebra: A Complete Introduction

  • Available for 3-week loan
Statistics
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The Elements of Statistical Learning: Data Mining, Inference, and Prediction

  • Available as eBook (1 user access)
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The Manga Guide to Statistics

  • Available for 3-week loan
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The Art of Statistics: Learning from Data

  • Available for 3-week loan
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Naked Statistics: Stripping the Dread from the Data

  • Available for 3-week loan