This supplement is designed for MTH 244 at Portland Community College and is used in conjunction with OpenStax Statistics: https://openstax.org/details/introductory-statistics
These are materials that may be used in a CS0 course as a light introduction to machine learning.
The materials are mostly Jupyter notebooks which contain a combination of labwork and lecture notes. There are notebooks on Classification, An Introduction to Numpy, and An Introduction to Pandas.
There are also two assessments that could be assigned to students. One is an essay assignment in which students are asked to read and respond to an article on machine bias. The other is a lab-like exercise in which students use pandas and numpy to extract useful information about subway ridership in NYC. This assignment uses public data provided by NYC concerning entrances and exits at MTA stations.
This OER material was produced as a result of the CS04ALL CUNY OER project
A short activity in which students pair up, fill in blanks with nouns, numbers, etc., creating their own practice problems to calculate returns.
A Collaboration Toolkit for Higher Education
Short Description:
NewParaThis toolkit is designed to address known gaps in knowledge and practice which limit the development of generative relationship-building processes between higher education faculty and PreK12 educators.NewParaHigher education and PreK12 are vastly different domains. Well-intended, collaborative relationships do not always result in hoped-for creation of useful and reusable learning materials for PreK12 classrooms, nor of effective partnerships.NewParaThe toolkit is part of the Scholarly Communication Notebook and is intended to prepare and position practicing and future academic librarians and interested higher education faculty, staff, and students consulting with librarians to address gaps related to outreach to PreK12. It aims to expand use and re-usability of learning resources through informed practices regarding copyright, open-licensing, and accessibility. Designed for use in formal graduate-level library and information science courses and relevant for self-study by academic librarians already in practice, this toolkit includes videos, presentations, transcripts, activities, guides, assignments, and assessment tools for learning and delivery by librarians to faculty and students in higher education, and for use by interested instructional designers, other faculty, staff, and graduate students seeking to improve their service to PreK12 educators.NewParaAre you a professor or academic librarian reviewing or using this toolkit? We would love to hear from you. CLICK HERE to leave your feedback.NewParaAdditional files for this resource are available at http://hdl.handle.net/10919/112264.
Word Count: 27147
(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.)
In this activity students will respond to discussion questions about dating and dating experiences. Discussion questions will not only cover student’s experiences, but also their opinions about the best places to go on dates in their city.
In this activity students will learn about various natural disasters. Students will begin by watching a few news videos about natural disasters in Taiwan, then go through scenario cards discussing how they would handle certain disaster situations.
User-friendly Geographic Information Systems (GIS) is the common thread of this collection of presentations, and activities with full lesson plans. The first section of the site contains an overview of cartography, the art of creating maps, and then looks at historical mapping platforms like Hypercities and Donald Rumsey Historical Mapping Project. In the next section Google Earth Desktop Pro is introduced, with lessons and activities on the basics of GE such as pins, paths, and kml files, as well as a more complex activity on "georeferencing" an historic map over Google Earth imagery. The final section deals with ARCGIS Online and StoryMaps with tutorials, basic exercises on pins, paths, and CSV import, and a lesson plan for creating a research project presentation on an historic building in StoryMaps. In addition to an xml file that has been uploaded here to Academic Works, the module is also a live website at https://libguides.brooklyn.cuny.edu/cs-x. The site was created with Libguides software, and is a Community Libguide that can be reused and imported into other LibGuides sites. The website also contains links to two live StoryMaps, one on an Introduction to ARCGIS StoryMaps (https://arcg.is/1SX1zH), and the second, a model assignment on the history of the Fairway building in Red Hook, Brooklyn (https://arcg.is/1nbHP).
The primary purpose of this project was to design and develop simulator lab exercises (SIM LABS) that could be used as ancillary resources for all Propulsion plant simulator courses as well as Engineering knowledge courses. Propulsion plant simulator course Instructors have limited time to lecture on the basic concepts of engineering and yet have to offer practical operational skills to our students, so having many pre-programmed SIM LABS which students can load and work on their own time would help them to practice and enhance their understanding of the systems and prepare them to handle various malfunctions in the plant in a timely and safe manner
As a group of organisms that are too small to see and best known for being agents of disease and death, microbes are not always appreciated for the numerous supportive and positive contributions they make to the living world. Designed to support a course in microbiology, Microbiology: A Laboratory Experience permits a glimpse into both the good and the bad in the microscopic world. The laboratory experiences are designed to engage and support student interest in microbiology as a topic, field of study, and career.
This text provides a series of laboratory exercises compatible with a one-semester undergraduate microbiology or bacteriology course with a three- or four-hour lab period that meets once or twice a week. The design of the lab manual conforms to the American Society for Microbiology curriculum guidelines and takes a ground-up approach — beginning with an introduction to biosafety and containment practices and how to work with biological hazards. From there the course moves to basic but essential microscopy skills, aseptic technique and culture methods, and builds to include more advanced lab techniques. The exercises incorporate a semester-long investigative laboratory project designed to promote the sense of discovery and encourage student engagement. The curriculum is rigorous but manageable for a single semester and incorporates best practices in biology education.
As a group of organisms that are too small to see and best known for being agents of disease and death, microbes are not always appreciated for the numerous supportive and positive contributions they make to the living world. Designed to support a course in microbiology, Microbiology: A Laboratory Experience permits a glimpse into both the good and the bad in the microscopic world. The laboratory experiences are designed to engage and support student interest in microbiology as a topic, field of study, and career.
This text provides a series of laboratory exercises compatible with a one-semester undergraduate microbiology or bacteriology course with a three- or four-hour lab period that meets once or twice a week. The design of the lab manual conforms to the American Society for Microbiology curriculum guidelines and takes a ground-up approach — beginning with an introduction to biosafety and containment practices and how to work with biological hazards. From there the course moves to basic but essential microscopy skills, aseptic technique and culture methods, and builds to include more advanced lab techniques. The exercises incorporate a semester-long investigative laboratory project designed to promote the sense of discovery and encourage student engagement. The curriculum is rigorous but manageable for a single semester and incorporates best practices in biology education.
As a group of organisms that are too small to see and best known for being agents of disease and death, microbes are not always appreciated for the numerous supportive and positive contributions they make to the living world. Designed to support a course in microbiology, Microbiology: A Laboratory Experience permits a glimpse into both the good and the bad in the microscopic world. The laboratory experiences are designed to engage and support student interest in microbiology as a topic, field of study, and career. This text provides a series of laboratory exercises compatible with a one-semester undergraduate microbiology or bacteriology course with a three- or four-hour lab period that meets once or twice a week. The design of the lab manual conforms to the American Society for Microbiology curriculum guidelines and takes a ground-up approach -- beginning with an introduction to biosafety and containment practices and how to work with biological hazards. From there the course moves to basic but essential microscopy skills, aseptic technique and culture methods, and builds to include more advanced lab techniques. The exercises incorporate a semester-long investigative laboratory project designed to promote the sense of discovery and encourage student engagement. The curriculum is rigorous but manageable for a single semester and incorporates best practices in biology education.
This textbook is designed for instructional laboratories of undergraduate general microbiology courses. Basic microbiological laboratory approaches are emphasized, as well as the diversity of microbes. Morphologies, physiologies, methods of microbial isolation, identification, and characterization are explored. The manual includes an unknown identification project with instructions for writing a scientific report detailing the project and its results.
This open lab manual is a remix of Openstax Microbiology, CC-BY 4.0, and created through an Affordable Learning Georgia Round Six Textbook Transformation Grant : https://oer.galileo.usg.edu/biology-textbooks/16/
The lab manual was made to be used with the remixed textbook Microbiology for Allied Health Students, and the textbook has a set of Instructional Materials.
Authors' Description:
This lab manual was created to support a microbiology course for allied health students.
The first section of the manual was adapted from the OpenStax Microbiology textbook, of which a remixed version, Microbiology for Allied Health Students, is used as the text for the course.
The next section, staining methods, encompasses three essential staining procedures used in any microbiology lab.
The manual concludes with descriptions of the major biochemical tests students must perform in order to identify an unknown microorganism. While many traditional lab manuals are lengthy and comprehensive, descriptions of the labs in this manual are kept minimal to encourage students to further research the procedures and results on their own.
The appendix includes a safety contract that each student must sign and submit to the instructor at the beginning of the semester.
This manual was created in partial fulfillment of a grant from the University System of Georgia’s Affordable Learning Georgia Textbook Transformation initiative. Special thanks go to Sara Selby for editing and photography.
Accessible files with optical character recognition (OCR) and auto-tagging provided by the Center for Inclusive Design and Innovation.
Welcome to Mindful Technical Writing: An Introduction to the Fundamentals, an open textbook designed for use in co-requisite course pairings of developmental writing and introductory technical writing, or indeed in other lower-division college writing courses that focus on building study skills alongside effective workplace and academic writing skills. It offers a no-cost alternative to commercial products, combining practical guidance with interactive exercises and thoughtfully designed writing opportunities.
This book’s modular design and ample coverage of topics and genres means that it can be used flexibly over semester-long or stretch courses, allowing instructors and students to select the chapters that are most relevant for their needs. By blending new material with reviews of key topics, such as academic integrity, the chapters provide fresh perspectives on matters vital to the development of strong writing skills.
This book was made possible through grant support from Montana Technological University and the TRAILS OER program, funded by the Office of the Commissioner for Higher Education, Montana University System.
Web development is an evolving amalgamation of languages that work in concert to receive, modify, and deliver information between parties using the Internet as a mechanism of delivery.
While it is easy to describe conceptually, implementation is accompanied by an overwhelming variety of languages, platforms, templates, frameworks, guidelines, and standards. Navigating a project from concept to completion often requires more than mastery of one or two complementing languages, meaning today’s developers need both breadth, and depth, of knowledge to be effective.
This text provides the developer with an understanding of the various elements of web development by focusing on the concepts and fundamentals through the examples within, providing a foundation that allows easier transition to other languages and a better understanding of how to approach their work. The reader will be introduced to topics in a manner that follows most project development methods, from initial conceptualization and design through front end development, back end development, and introducing additional concepts like accessibility and security, while focusing on responsive design techniques. Each section of the text includes opportunities to practice the material and assess increased knowledge after examining the topics.
This overview reviews key concepts and learning activities to help students understand how genes influence our traits by molecular processes. Topics covered include basic understanding of the important roles of proteins and DNA; DNA structure, function and replication; the molecular biology of how genes influence traits, including transcription and translation; and the molecular biology of mutations. To help students understand the relevance of these molecular processes, the suggested learning activities link alleles of specific genes to human characteristics such as albinism, sickle cell anemia and muscular dystrophy. This overview provides links to suggested activities which include hands-on laboratory and simulation activities, web-based simulations, discussion activities and a vocabulary review game.
MyOpenMath is an online course management and assessment system for mathematics and other quantitative fields. MyOpenMath’s focus is providing rich algorithmically generated assessment to support the use of free, open textbooks like the ones listed on OpenTextBookStore.com.
MyOpenMath is a collaborative community of users. MyOpenMath.com provides managed hosting of the open source IMathAS online assessment software. Questions and pre-built courses are all created by faculty in the user community and shared with others in the spirit of openness. Experienced users provide peer-to-peer support through discussion forums.
MyOpenMath.com is operated by the non-profit organization MyOpenMath.
Native Peoples of North America is intended to be an introductory text about the Native peoples of North America (primarily the United States and Canada) presented from an anthropological perspective. As such, the text is organized around anthropological concepts such as language, kinship, marriage and family life, political and economic organization, food getting, spiritual and religious practices, and the arts. Prehistoric, historic and contemporary information is presented. Each chapter begins with an example from the oral tradition that reflects the theme of the chapter. The text includes suggested readings, videos, and classroom activities.
In this archive there are two activities/assignments suitable for use in a CS0 or Intro course which uses Python.
In the first activity, students are asked to "fill in the code" in a series of short programs that compute a similarity metric (cosine similarity) for text documents. This involves string tokenization, and frequency counting using Python string methods and datatypes.
https://cocalc.com/share/bde99afd-76c8-493d-9608-db9019bcd346/171/Proj1?viewer=share/
In the second activity (taken directly from Think Python 2e) students use a pronunciation dictionary to solve a riddle involving homophones.
https://cocalc.com/share/bde99afd-76c8-493d-9608-db9019bcd346/171/Dicts2?viewer=share/
This OER material was produced as a result of the CS04ALL CUNY OER project
This activity guides students through the process needfinding to identify areas of need for their creation of a technology for the "public good." Students will conduct contextual inquiry to identify the needs of their target audience.
Comments
Although this activity can be used in isolation, it is intended to be part of a series guiding students towards the creation of a front-end of a website. The series (all published as OER) consist of:
a) Needfinding
b) Personas, Scenarios and Storyboards
c) Front-end Website Design and Development
d) Accessibility Evaluation