Learn the fundamentals of machine learning to help you correctly apply various classification and regression machine learning algorithms to real-life problems.

A one-stop shop to get started on the key considerations about data for AI! Learn how crowdsourcing offers a viable means to leverage human intelligence at scale for data creation, enrichment and interpretation, demonstrating a great potential to improve both the performance of AI systems and their trustworthiness and increase the adoption of AI in general.

7th edition

Short Description:
The APA Style Citation Tutorial is created by staff at the University of Alberta Library to support students and faculty. The tutorial covers why it is important to use citations, elements of common source types, and how to create reference and in-text citations based on the 7th edition APA guidelines. This tutorial can also be used a reference resource.

Long Description:
The APA Style Citation Tutorial is created by staff at the University of Alberta Library to support students and faculty in EDU 100/300 courses in the Faculty of Education at the University of Alberta. The tutorial covers why it is important to use citations, elements of common source types, and how to create reference and in-text citations based on the 7th edition APA guidelines. The sources and activities throughout the tutorial focus on educational content. This tutorial can also be used as a reference resource. The APA Style Citation Tutorial is an adaptation of the Introduction to APA Library Tutorials by NorQuest College Library. They provided resources and support for the creation of this tutorial.

Hosted by:

Word Count: 3541

ISBN: 978-1-55195-445-5

(Note: This resource's metadata has been created automatically by reformatting and/or combining the information that the author initially provided as part of a bulk import process.)

CSAwesome is a free College Board endorsed curriculum for AP Computer Science A, an introductory college-level computer programming course in Java

This course contains five projects, plus a course introduction and course closure, that are organized around the following question: “How can we rethink our use of the world’s resources?” Each project involves investigations of sustainability that help contextualize the content required by the new College Board course framework.

This book was created to support Project 677 in APSC 100 in the Faculty of Engineering at Queen’s University during the winter term of 2019, and is being updated and expanded to support Project 725 in Winter 2021. It provides a publicly visible collection of information that will help with this design project. Use of these resources elsewhere under the CC license is encouraged, but not supported. The contents of this book will grow and change over the term. Please fell free to add your comments or questions in any of the sections and I will try to address them.

The resources in this book are not comprehensive and are only intended to provide a starting point to explore design options. In particular, there will be many examples illustrated by single products that are not the only, or even the best solutions for a particular application. You will need to go well beyond the contents of this book to make your independent design decisions.

The models used for building heat transfer are very much simplified for an introduction to the ideas and should be used cautiously. Design of actual building systems should be undertaken in much greater detail. The target here is to use models that don’t require you to learn any new physics.

The secondary reason this book exists is to give me some practice using PressBooks to develop Open Educational Resources (OER). Some of the files that are linked from this book are on Google Drive, and some are on GitHub.

Word Count: 13755

(Note: This resource's metadata has been created automatically as part of a bulk import process by reformatting and/or combining the information that the author initially provided. As a result, there may be errors in formatting.)

This OER was made possible through the support of the Academic Senate for California Community Colleges Open Educational Resources Initiative (ASCCC OERI). This textbook was developed with the intention to support customizability and allow instructors to adopt and adapt the materials to fit their own course needs through the use of an open license and open resources. Because of this, this textbook can be transferred fully or as chapters (modules). It is meant to be used as you (the instructor) see fit. Alignment to Library Support Staff Certification (LSSC): At the beginning of each module chapter, learning objectives and LSSC competency sets are listed that the content aligns to. This is done to provide further insight into how the material can best support your course. In the appendixes, you will also find perspectives from students and professionals that can be incorporated into your classroom discussions about the profession. These insights were gathered by alumni of LSS certificate programs, advisory board members of LSS programs, and other library community members. This text was also written with the intention to not just highlight EDI efforts and priorities for libraries, but also with EDI practice in mind - meaning, we wanted to use and incorporate resources that provided a diverse range of experiences and perspectives as well. This includes checking for accessibility and usability.

The Washington Center for Deaf and Hard of Hearing Youth and the University of Washington Language Learning Center partnered to develop a 5 day series of lessons with accompanying videos for ASL on the topic of Cybersecurity. The content is applicable as a STEM education unit for deaf students, as well as supplementary learning for advanced L2 ASL students. The unit provides applied knowledge (e.g., how to be safe as a user of the internet), basic technical knowledge (e.g., what is malware, key vocabulary), and career opportunities (e.g., the National Initiative for Cybersecurity Education (NICE), existing ASL representation and the need for more diversity/representation). All videos have English subtitles and dubbing. 

Our class is part of Arts and Sciences Undergraduate Research Experience (ASURE) at Indiana University Bloomington. This program, which is part of the College of Arts and Sciences, includes a two-semester lab experience where students design and conduct their own authentic research projects. All of the projects described in this eBook were designed and carried out by small groups of students in their first through second year of college as part of their course work in the ASURE Immune Response and Behavior Lab. The ASURE class of 2019-2020 certainly faced some unique challenges. In the spring of 2020, we were abruptly sent home to continue our coursework remotely. This interruption reduced the students’ time to collect data in the lab, but gave them the opportunity to learn R and other data analysis skills. In the fall of 2020, all of the students were able to return to campus and continue work on their projects, though there were several interruptions as students were forced to isolate and/or quarantine. Nevertheless, the students were very dedicated and persisted in their work, which is evident in their final projects.

Introduction to the linguistic study of language pathology, concentrating on experimental approaches and theoretical explanations. Discussion of Specific Language Impairment, autism, Down syndrome, Williams syndrome, normal aging, Parkinson’s disease, Alzheimer’s disease, hemispherectomy and aphasia. Focuses on the comparison of linguistic abilities among these syndromes, while drawing clear comparisons with first and second language acquisition. Topics include the lexicon, morphology, syntax, semantics and pragmatics. Relates the lost linguistic abilities in these syndromes to properties of the brain.

In this 6-part activity, students learn about climate change during the Cenozoic and the abrupt changes at the Cretaceous/Paleogene boundary (65.5 million years ago), the Eocene/Oligocene boundary (33.9 million years ago), and the Paleocene/Eocene boundary (55.8 million years ago).

How do I use this resource?
Join our community by creating a free and safe PubPub Account:
https://academicentrepreneurship.pubpub.org/resources
Then, participate in this dynamic eBook and community. Update, annotate, comment, download, upload videos and podcasts and share chapters to your own digital spaces and networks.

Academic Entrepreneurship for Medical and Health Scientists, is a free open education resource that can be used asynchronously in courses, workshops, pilot grant programs, and by individuals.

Who is an academic entrepreneur?
Faculty, staff, or students turning observations in the laboratory, clinic, and community into interventions that improve the health of individuals and the public and seeking to:

- patent and/or license their work
- spin-out or spin-in ventures based on evidence
- collaborate with industry to realize impact

5 Primary Domains: Over 500 pages of content

- Academia
- People
- Ideation
- IP/Regulation
- Finance

How do I use this book at my institution?
If you identify faculty teaching biomedical entrepreneurship at your institution (classes, workshops, etc.), we can reach out, assist with suggesting chapters relevant to their syllabus if interested, and provide optional tracking data so they can view their students’ access/use of the material. Contact us! https://www.med.upenn.edu/apps/faculty/index.php/g275/p12240

I want to contribute!
This is a living e-book which is publicly available and licensed with creative commons. It has potential for frequent updates and we welcome contributions from new authors. Contact us! https://www.med.upenn.edu/apps/faculty/index.php/g275/p12240

Other Formats:
Are you a visual learner? Try our interactive Prezi: https://www.bit.ly/AcadEnt

Short Description:
An interactive approach to conveying the values of academic integrity, clarifying the meaning of plagiarism, and introducing the basics of citations.

Long Description:
After working through the Academic Integrity pressbook, students will be able to explain the six fundamental values of academic integrity, identify unethical academic behaviours, and will be familiar with the university’s policy and procedures for academic integrity violations. They will have developed an understanding of plagiarism as a form of misrepresentation, will be able to describe how citations work and will be aware of quoting and paraphrasing properly. Students will be able to explain the university services available to them if they need assistance with their work.

Original version attribution to:

Academic Integrity by Ulrike Kestler. Licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License, except where otherwise noted.

Word Count: 6658

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A Fall 2019 Primer for the Fledgling Information Professional

Word Count: 18954

Included H5P activities: 6

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NSCC EDITION

Short Description:
The NSCC Edition is a revised version of the BC Campus Accessibility Toolkit - 2nd Edition. The goal of this book is to provide resources for each content creator, instructional designer, educational technologist, librarian, administrator, and teaching assistant to create a truly open textbook—one that is free and accessible for all students.

Word Count: 13596

ISBN: 978-1-77420-030-8

(Note: This resource's metadata has been created automatically by reformatting and/or combining the information that the author initially provided as part of a bulk import process.)

Short Description:
The goal of the Accessibility Toolkit - 2nd Edition is to provide resources for each content creator, instructional designer, educational technologist, librarian, administrator, and teaching assistant to create a truly open textbook—one that is free and accessible for all students. This is a collaboration between BCcampus, Camosun College, and CAPER-BC.

Long Description:
The goal of the Accessibility Toolkit – 2nd Edition is to provide resources for each content creator, instructional designer, educational technologist, librarian, administrator, and teaching assistant to create a truly open textbook—one that is free and accessible for all students.

This second edition has built upon, and improved, the original toolkit—a collaboration between BCcampus, Camosun College, and CAPER-BC—with a new “Accessibility Statements” chapter, bibliography and list of links by chapter for print users in the back matter, updated information, and corrections to content, style and layout.

The French translation of the first edition of the Accessibility Toolkit—La Trousse d’outils d’accessibilité —is still available. In time, a French translation of this second edition will be made available.

Word Count: 14269

(Note: This resource's metadata has been created automatically by reformatting and/or combining the information that the author initially provided as part of a bulk import process.)

Short Description:
The goal of the Accessibility Toolkit - 2nd Edition is to provide resources for each content creator, instructional designer, educational technologist, librarian, administrator, and teaching assistant to create a truly open textbook—one that is free and accessible for all students. This is a collaboration between BCcampus, Camosun College, and CAPER-BC.

Long Description:
The goal of the Accessibility Toolkit – 2nd Edition is to provide resources for each content creator, instructional designer, educational technologist, librarian, administrator, and teaching assistant to create a truly open textbook—one that is free and accessible for all students.

This second edition has built upon, and improved, the original toolkit—a collaboration between BCcampus, Camosun College, and CAPER-BC—with a new “Accessibility Statements” chapter, bibliography and list of links by chapter for print users in the back matter, updated information, and corrections to content, style and layout.

The French translation of the first edition of the Accessibility Toolkit—La Trousse d’outils d’accessibilité —is still available. In time, a French translation of this second edition will be made available.

Word Count: 14319

(Note: This resource's metadata has been created automatically by reformatting and/or combining the information that the author initially provided as part of a bulk import process.)

Training for Preventing and Responding to Sexual Violence in B.C. Post-Secondary Institutions

Short Description:
A workshop and facilitation guide to support B.C. post-secondary institutions to prevent and respond to sexual violence and misconduct. Accountability and Repairing Relationships is a series of four 90-minute workshops for individuals who have been informed that they have caused harm in the context of sexual violence. Designed for one-on-one or small group facilitation, learners are guided through information and reflection activities that help them recognize the harm they have caused, learn how to be accountable, and develop the skills needed to build better relationships and support a safe and healthy campus. (The slide deck that accompanies this resource can be downloaded from the Introduction).

Long Description:
A workshop and facilitation guide to support B.C. post-secondary institutions to prevent and respond to sexual violence and misconduct. Accountability and Repairing Relationships is a series of four 90-minute workshops for individuals who have been informed that they have caused harm in the context of sexual violence. Designed for one-on-one or small group facilitation, learners are guided through information and reflection activities that help them recognize the harm they have caused, learn how to be accountable, and develop the skills needed to build better relationships and support a safe and healthy campus. (The slide deck that accompanies this resource can be downloaded from the Introduction).

Word Count: 22412

ISBN: 978-1-77420-104-6

(Note: This resource's metadata has been created automatically by reformatting and/or combining the information that the author initially provided as part of a bulk import process.)

This course will begin with brief overview of what important current research topics are in oceanography (physical, geological, and biological) and how acoustics can be used as a tool to address them. Three typical examples are climate, bottom geology, and marine mammal behavior. Will then address the acoustic inverse problem, reviewing inverse methods (linear and nonlinear) and the combination of acoustical methods with other measurements as an integrated system. Last part of course will concentrate on specific case studies, taken from current research journals. This course is taught on campus at MIT and with simultaneous video at Woods Hole Oceanographic Institution.