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Artificial Intelligence OER for Students

A collection of student facing resources around the topic of Artificial Intelligence (AI) or machine learning. 

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2020 MRS Communications Lecture: Machine learning for composite materials
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This resource is a video abstract of a research paper created by Research Square on behalf of its authors. It provides a synopsis that's easy to understand, and can be used to introduce the topics it covers to students, researchers, and the general public. The video's transcript is also provided in full, with a portion provided below for preview:

"The Materials Research Society is proud to announce the 2020 MRS Communications Lecture honorees, Drs. Chun-Teh Chen and Grace Gu from the University of California, Berkeley. The honor recognizes excellence in the field of materials research through work published in MRS Communications. Drs. Chen and Gu are recognized this year for their prospective paper on how researchers are harnessing artificial intelligence to accelerate the design and discovery of composite materials. Their work is featured in volume nine, issue two of MRS Communications. Composites are combinations of two or more base materials, whose collective properties exceed those possessed by either material alone. Composites are widely used as structural materials in the automotive and aerospace industries and can also be easily found in nature. Limitations in manufacturing methods have generally restricted the architecture these materials take on in real-world applications. Most commonly, they’re processed into multilayer sheets..."

The rest of the transcript, along with a link to the research itself, is available on the resource itself.

Subject:
Computer Science
Computer, Networking and Telecommunications Systems
Material Type:
Diagram/Illustration
Reading
Provider:
Research Square
Provider Set:
Video Bytes
Date Added:
10/23/2020
AI in Practice: Applying AI
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Learn about the implementation and practical aspects of Artificial Intelligence and how to write a plan for applying AI in your own organization in a step-by-step manner.

This course is not about difficult algorithms and complex programming; it is a course for anyone interested in learning how to integrate AI into their own organization.

To understand how current Artificial Intelligence applications can be successfully integrated in organizations, we look at different examples. For instance, how ING uses reinforcement learning for personalized dialog management with its customers or how Radboud UMC uses diagnostic image analysis to discover early stages of infectious diseases.

As part of our two-course program ‘AI in Practice’, this course will guide you in the practical aspects of applying AI in your own organization. You will examine typical applications of AI in use already and learn from their experience. These include challenges of implementation, lifecycle aspects, as well as the maintenance and management of AI applications.

The course presents a variety of case studies from actual situations in public organizations and private enterprises in the healthcare, financial, retail and telecommunications sectors. These include Radboud UMC, the Municipality of Amsterdam, ING, Ahold Delhaize and KPN.

‘AI in Practice – Applying AI’ gives you the ammunition to understand the practical aspects required for the implementation of a variety of AI applications in your organization.

Subject:
Applied Science
Engineering
Material Type:
Full Course
Provider:
Delft University of Technology
Provider Set:
Delft University OpenCourseWare
Author:
Arie van Deursen
Bram van Ginneken
Floris Bex
Marleen Huysman
Sennay Ghebreab
Date Added:
04/05/2024
AI in Practice: Preparing for AI
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CC BY-NC-SA
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This course, AI in Practice: Preparing for AI, is the 1st course of the online education program AI in Practice. The course gives you a kaleidoscope of examples of applications of AI in various organizations, outlines the state of the art in modern AI research, and provides practical tools for integrating AI into your own organization. The program AI in Practice is built from two initial courses, AI in Practice: Preparing for AI and AI in Practice: Applying AI.

The AI in Practice: Preparing for AI course is designed for people who want to apply AI in their own practical situation.

For the experienced manager who wants to know what AI can do for her own organization.
For the data analyst or business consultant who wants to understand how AI can be applied in the business processes of the company for which they work.
For the student who wants to understand how the results of AI research can be translated into practical applications.

Subject:
Applied Science
Engineering
Material Type:
Full Course
Provider:
Delft University of Technology
Author:
Arie van Deursen
Hennie Huijgens
Date Added:
04/05/2024
AI skills for engineers: Data creation and collection
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CC BY-NC-SA
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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.

Subject:
Applied Science
Engineering
Material Type:
Full Course
Provider:
Delft University of Technology
Provider Set:
Delft University OpenCourseWare
Author:
Jie Yang
Ujwal Gadiraju
Date Added:
04/05/2024
Approche introductive de l'intelligence artificielle
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CC BY-SA
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Grâce à une analyse multidisciplinaire et décomplexée de notre relation à l’intelligence artificielle (I.A.), nous questionnerons nos usages quotidiens de l’I.A. Nous remonterons à l’origine historique de la notion d’« intelligence artificielle » afin d’en tirer des questions pratiques et des réponses concrètes, ainsi que des pistes de réflexion. Ensuite, nous aborderons les principes de base du fonctionnement de l’I.A. moderne pour y puiser une série de clés de compréhension. Enfin, nous nous arrêterons sur les craintes et idées reçues qui cernent le débat actuel autour de l’I.A. pour alors débattre collectivement de questions résolument actuelles.

Subject:
Education
Higher Education
Material Type:
Lecture
Author:
Delphine Voets
Thomas Braibant
Date Added:
04/05/2024
Artificial Intelligence, Fall 2008
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CC BY-NC-SA
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An introduction to the main techniques of Artifical Intelligence: state-space search methods, semantic networks, theorem-proving and production rule systems. Important applications of these techniques are presented. Students are expected to write programs exemplifying some of techniques taught, using the LISP lanuage.

Subject:
Computer Science
Computer, Networking and Telecommunications Systems
Material Type:
Full Course
Homework/Assignment
Syllabus
Provider:
UMass Boston
Provider Set:
UMass Boston OpenCourseWare
Author:
Ph.D.
Professor Wei Ding
Date Added:
04/05/2024
Artificial Intelligence and Machine Learning
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CC BY-NC-SA
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9. Brave New World - AI/ML

The trifecta of globalization, urbanization and digitization have created new opportunities and challenges across our nation, cities, boroughs and urban centers. Cities are in a unique position at the center of commerce and technology becoming hubs for innovation and practical application of emerging technology. In this rapidly changing 24/7 digitized world, city governments worldwide are leveraging innovation and technology to become more effective, efficient, transparent and to be able to better plan for and anticipate the needs of its citizens, businesses and community organizations. This class will provide the framework for how cities and communities can become smarter and more accessible with technology and more connected.

Subject:
Career and Technical Education
Electronic Technology
Material Type:
Lesson
Provider:
CUNY Academic Works
Provider Set:
Medgar Evers College
Author:
Rhonda S. Binda
Date Added:
05/12/2023
Artificial intelligence expands the materials universe
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CC BY
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This resource is a video abstract of a research paper created by Research Square on behalf of its authors. It provides a synopsis that's easy to understand, and can be used to introduce the topics it covers to students, researchers, and the general public. The video's transcript is also provided in full, with a portion provided below for preview:

"Artificial intelligence is transforming our way of life. Able to spot patterns invisible to the human eye, algorithms are learning how to make our lives easier, safer, and more fun. That power is not lost on materials researchers. During the next decade, artificial intelligence or AI-driven research could fundamentally transform how new and better materials are developed. What’s more, it might even revamp how materials research itself is carried out, enabling promising new materials and processes to be developed more quickly. Machine learning methods come in a variety of flavors, with some requiring more guidance, or “supervision,” from researchers. But, generally, a machine-learning algorithm designed to discover and understand the behavior of materials looks for patterns connecting the composition, structure, and properties of known materials..."

The rest of the transcript, along with a link to the research itself, is available on the resource itself.

Subject:
Computer Science
Computer, Networking and Telecommunications Systems
Material Type:
Diagram/Illustration
Reading
Provider:
Research Square
Provider Set:
Video Bytes
Date Added:
09/20/2019
Automated Software Testing: Advanced Skills for Java Developers
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Software testing gets a bad rap for being difficult, time-consuming, redundant, and above all – boring. But in fact, it is a proven way to ensure that your software will work flawlessly and can meet release schedules.

In a two-course series, we will teach you automated software testing in an inspiring way. We will show you that testing is not as daunting a task as you might think, and how automated testing will make you a better developer who programs excellent software.

This second course builds upon the first course’s material. It covers more advanced tools and techniques and their applications, now utilizing more than just JUnit. Key topics include Test-Driven Development, state-based and web testing, combinatorial testing, mutation testing, static analysis tools, and property-based testing.

This is a highly practical course. Throughout the lessons, you will test various programs by means of different techniques. By the end, you will be able to choose the best testing strategies for different projects.

Subject:
Computer Science
Computer, Networking and Telecommunications Systems
Material Type:
Full Course
Provider:
Delft University of Technology
Provider Set:
Delft University OpenCourseWare
Date Added:
04/11/2023
The Birth of a Word
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CC BY-NC-ND
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MIT researcher Deb Roy wanted to understand how his infant son learned language -- so he wired up his house with videocameras to catch every moment (with exceptions) of his son's life, then parsed 90,000 hours of home video to watch "gaaaa" slowly turn into "water." Astonishing, data-rich research with deep implications for how we learn. Deb Roy studies how children learn language, and designs machines that learn to communicate in human-like ways. On sabbatical from MIT Media Lab, he's working with the AI company Bluefin Labs. A quiz, thought provoking question, and links for further study are provided to create a lesson around the 20-minute video. Educators may use the platform to easily "Flip" or create their own lesson for use with their students of any age or level.

Subject:
Early Childhood Development
Education
Linguistics
Social Science
Material Type:
Lecture
Provider:
TED
Provider Set:
TED-Ed
Author:
Deb Roy
Date Added:
12/01/2012
Computer Concepts Semester Lesson Plan
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CC BY
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This is the lesson plan for my college level, semester long, computer concepts course. Here's the course description ...

You are about to embark on an exciting journey learning about the information revolution and the incredible world of computers.

This course is very practical and applicable. It focuses on teaching you skills you can use. These skills include not only specific hands-on skills, like "right-clicking" and taking "screenshots," but also skills such as keeping yourself safe online, not texting while you're driving, and what to look for when buying computers (just to mention a very small fraction of the skills this course will teach you).

This is a university level course designed to introduce individuals to the world of computers, so it is rich in its depth and breadth of content. I have taught this course for over a decade and have refined it to be incredibly amazing and awesome. You are going to love this course and it will forever change your life. You will gain skills in this course which you will use for the rest of your life and which will make your life easier. Knowing how to use computers is essential in our day-and-age. This course will give you the skills you need to use computers well.

Presented with high-quality video lectures, this course will visually show you how to easily do everything with computers. This is just some of what you will learn in this course:

Learn the basic principles of hardware including circuits, coding schemes, binary, the five generations of computers, Moore's Law, IPOS, registers, cache, RAM, magnetic storage, optical storage, solid-state storage, ROM, BIOS, the motherboard, buses, and the CPU.

Learn how to operate a computer including a vast array of hands-on skills – just to mention a few for example: managing files, backing –up files, right clicking, taking screenshots, determining your computer’s properties, upgrading your computer, changing settings on your computer.

Learn how to use word processing software including the creation of a title page, document sections, headers and footers, styles, an automatically generated table of contents, the insertion of images, references, and the insertion of an automatically generated citation of works referenced.

Learn how to use spreadsheet software including formulas, functions, relative references, absolute references, mixed references, and the creation of a graph or chart.

Learn how to use video editing software including adding credits and transitions then publishing that video to a video hosting website such as YouTube.

Learn how to use databases including table creation, the setting of a primary key, the establishment of table relationships, the setting of referential integrity, and the creation and execution of a query.

Learn how to use presentation software to more effectively give presentations.

Learn to do some simple programing including designing, coding, testing, debugging, and running a program.

Learn about the world wide web including sending email, conducting searches , having familiarity with online educational resources such as Khan Academy, and having an awareness of online "cloud computing" tools such as Google Word Processing, Google Spreadsheets, and the many other online tools offered by Google.

Learn about application software and system software including operating systems, utilities, and drivers.

Learn about networks including architecture, topology, firewalls, security, wireless networks, and securing wireless networks.

Learn about the Internet, the World Wide Web, censorship, the digital divide, net neutrality, differing legal jurisdictions, website creation, multimedia, social media, and eCommerce.

Learn about information systems, systems development, and the systems development life cycle.

Learn about program development, programming languages, and the program development life cycle.

Learn about databases including table creation, primary keys, relationships, referential integrity, queries, and structured query language.

Learn about privacy and security issues related to computers.

Learn about robots and artificial intelligence including the Turing test.

Learn about intellectual property including patents, trademarks, copyrights, and the creative commons.

Learn about ethics and ethical issues relating to the use of technology.

Learn about health ramifications of using computers including repetitive stress injury, carpal tunnel syndrome, and ergonomics.

Learn about e-Waste and other environmental concerns related to technology.

Lifetime access to this course allows you to easily review material and continue learning new material.

After taking this course, you will have a thorough understanding of how to use computers well.

From beginners, to advanced users, this course is perfect for all ability levels. This course will add value to everyone's skillset.

Subject:
Computer Science
Computer, Networking and Telecommunications Systems
Material Type:
Lesson Plan
Provider:
Fresno City College
Provider Set:
Individual Authors
Author:
Todd McLeod
Date Added:
04/11/2023
Computer Concepts Video Lectures (Free with Coupon)
Only Sharing Permitted
CC BY-NC-ND
Rating
0.0 stars

These are the video lectures for my computer concepts course. The link above will provide anyone with FREE access to my course (use the promo code THANKYOU). Here is a description of the course:

You are about to embark on an exciting journey learning about the information revolution and the incredible world of computers.

This course is very practical and applicable. It focuses on teaching you skills you can use. These skills include not only specific hands-on skills, like "right-clicking" and taking "screenshots," but also skills such as keeping yourself safe online, not texting while you're driving, and what to look for when buying computers (just to mention a very small fraction of the skills this course will teach you).

This is a university level course designed to introduce individuals to the world of computers, so it is rich in its depth and breadth of content. I have taught this course for over a decade and have refined it to be incredibly amazing and awesome. You are going to love this course and it will forever change your life. You will gain skills in this course which you will use for the rest of your life and which will make your life easier. Knowing how to use computers is essential in our day-and-age. This course will give you the skills you need to use computers well.

Presented with high-quality video lectures, this course will visually show you how to easily do everything with computers. This is just some of what you will learn in this course:

Learn the basic principles of hardware including circuits, coding schemes, binary, the five generations of computers, Moore's Law, IPOS, registers, cache, RAM, magnetic storage, optical storage, solid-state storage, ROM, BIOS, the motherboard, buses, and the CPU.
Learn how to operate a computer including a vast array of hands-on skills – just to mention a few for example: managing files, backing –up files, right clicking, taking screenshots, determining your computer’s properties, upgrading your computer, changing settings on your computer.
Learn how to use word processing software including the creation of a title page, document sections, headers and footers, styles, an automatically generated table of contents, the insertion of images, references, and the insertion of an automatically generated citation of works referenced.
Learn how to use spreadsheet software including formulas, functions, relative references, absolute references, mixed references, and the creation of a graph or chart.
Learn how to use video editing software including adding credits and transitions then publishing that video to a video hosting website such as YouTube.
Learn how to use databases including table creation, the setting of a primary key, the establishment of table relationships, the setting of referential integrity, and the creation and execution of a query.
Learn how to use presentation software to more effectively give presentations.
Learn to do some simple programing including designing, coding, testing, debugging, and running a program.
Learn about the world wide web including sending email, conducting searches , having familiarity with online educational resources such as Khan Academy, and having an awareness of online "cloud computing" tools such as Google Word Processing, Google Spreadsheets, and the many other online tools offered by Google.
Learn about application software and system software including operating systems, utilities, and drivers.
Learn about networks including architecture, topology, firewalls, security, wireless networks, and securing wireless networks.
Learn about the Internet, the World Wide Web, censorship, the digital divide, net neutrality, differing legal jurisdictions, website creation, multimedia, social media, and eCommerce.
Learn about information systems, systems development, and the systems development life cycle.
Learn about program development, programming languages, and the program development life cycle.
Learn about databases including table creation, primary keys, relationships, referential integrity, queries, and structured query language.
Learn about privacy and security issues related to computers.
Learn about robots and artificial intelligence including the Turing test.
Learn about intellectual property including patents, trademarks, copyrights, and the creative commons.
Learn about ethics and ethical issues relating to the use of technology.
Learn about health ramifications of using computers including repetitive stress injury, carpal tunnel syndrome, and ergonomics.
Learn about e-Waste and other environmental concerns related to technology.
Lifetime access to this course allows you to easily review material and continue learning new material.

After taking this course, you will have a thorough understanding of how to use computers well.

From beginners, to advanced users, this course is perfect for all ability levels. This course will add value to everyone's skillset.

Subject:
Computer Science
Computer, Networking and Telecommunications Systems
Material Type:
Full Course
Video
Provider:
Individual Authors
Provider Set:
Individual Authors
Author:
Todd McLeod
Date Added:
05/12/2023
Eduardo Torres-Jara
Only Sharing Permitted
CC BY-NC-ND
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In this video from Science City, meet Eduardo Torres-Jara, a postdoctoral associate in electrical engineering and computer science at the MIT Artificial Intelligence Lab. He describes his work on innovative robots that use tactile feedback to locate and grasp objects.

Subject:
Applied Science
Computer Science
Computer, Networking and Telecommunications Systems
Engineering
Material Type:
Lecture
Provider:
PBS LearningMedia
Provider Set:
PBS Learning Media: Multimedia Resources for the Classroom and Professional Development
Date Added:
09/18/2007
Effect of AI and blockchain technology on accounting industry
Unrestricted Use
CC BY
Rating
0.0 stars

This resource is a video abstract of a research paper created by Research Square on behalf of its authors. It provides a synopsis that's easy to understand, and can be used to introduce the topics it covers to students, researchers, and the general public. The video's transcript is also provided in full, with a portion provided below for preview:

"Artificial Intelligence and blockchain technologies are revolutionizing how various industries work, including the accounting industry. As the tools of the trade grow smarter, what will the future landscape of accounting look like? And where will accounting grads find a place in it? Researchers address these and other questions in a recent review published in the journal IEEE Access. AI and blockchain technologies are already having a big impact on how accounting firms run. Deloitte has created a voice analysis tool that monitors customer interactions and identifies high-risk interactions through natural language processing. PricewaterhouseCoopers has an entire AI audit lab designed to improve audit quality and operational efficiency, and Ernst & Young has developed Blockchain Analyzer, which enables in-depth reviews of cryptocurrecy transactions. Accounting students are recommended to hone their programming skills and stay abreast of emerging technologies to thrive in this fast-changing environment..."

The rest of the transcript, along with a link to the research itself, is available on the resource itself.

Subject:
Accounting
Business and Communication
Material Type:
Diagram/Illustration
Reading
Provider:
Research Square
Provider Set:
Video Bytes
Date Added:
11/12/2020
Ethical Considerations and Risks
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CC BY-NC-SA
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15. Brave New World: Ethical Considerations and Risks

The trifecta of globalization, urbanization and digitization have created new opportunities and challenges across our nation, cities, boroughs and urban centers. Cities in particular are in a unique position at the center of commerce and technology becoming hubs for innovation and practical application of emerging technology. In this rapidly changing 24/7 digitized world, governments are leveraging innovation and technology to become more effective, efficient, transparent and to be able to better plan for and anticipate the needs of its citizens, businesses and community organizations. This class will provide the framework for how cities and communities can become smarter and more accessible with technology and more connected.

Subject:
Business and Communication
Management
Material Type:
Lesson
Provider:
CUNY Academic Works
Provider Set:
Medgar Evers College
Author:
Rhonda S. Binda
Date Added:
04/05/2024
Ethics of AI in Education For Students
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CC BY-NC-ND
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This video delves into the Ethics of AI in Education, catering specifically to students. Its purpose is to assist students in cultivating their own ethical standpoint concerning AI, drawing from pertinent information and factual insights into the realm of artificial intelligence. The content explores professional, educational, and personal perspectives, shedding light on both the pitfalls and benefits inherent in discussions about AI. This resource is designed to be utilized as a tool for initiating conversations among students before the commencement of a course. It serves to familiarize them with the landscape of policies surrounding AI within their courses or institutions.

Current formats provided include:
Youtube video
H5P Interactive Video (Includes bookmarks and a reflective question to answer.)

Preview and use this content:
Youtube video: https://youtu.be/ZVUaOfHqGck
H5P Module: https://h5p.org/node/1460884

Subject:
Computer Science
Computer, Networking and Telecommunications Systems
Material Type:
Interactive
Author:
Skye Nguyen
Date Added:
04/05/2024
Explanatory artificial intelligence improves the diagnosis of congenital heart defects before birth
Unrestricted Use
CC BY
Rating
0.0 stars

This resource is a video abstract of a research paper created by Research Square on behalf of its authors. It provides a synopsis that's easy to understand, and can be used to introduce the topics it covers to students, researchers, and the general public. The video's transcript is also provided in full, with a portion provided below for preview:

"Congenital heart defects affect approximately 1% of all babies born each year and account for almost 20% of all newborn deaths. Early diagnosis while still in the womb can greatly improve an affected baby’s chance of survival. Unfortunately, diagnosis relies exclusively on ultrasound imaging, where accurate readings aren’t guaranteed. Researchers in Japan are tackling this problem by enlisting the help of artificial intelligence. More importantly, they’re helping the doctors entrusted with patient care to understand how AI programs spot heart defects. Advancements in artificial intelligence have improved how congenital heart defects are diagnosed. Ultrasound videos of fetal hearts beating normally and others with structural defects can be studied with AI, which can then determine whether the fetal hearts in new videos are abnormal or not..."

The rest of the transcript, along with a link to the research itself, is available on the resource itself.

Subject:
Computer Science
Computer, Networking and Telecommunications Systems
Material Type:
Diagram/Illustration
Reading
Provider:
Research Square
Provider Set:
Video Bytes
Date Added:
01/31/2023
Gitbook:  Machine Learning In Action
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CC BY-NC-SA
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A module for the course: CS 59974: Special Topics in Artificial Intelligence - "Machine Learning in Action". Delivered at the City College of New York in Spring 2020 by Hunter McNichols as part of the Tech-in-Residence Corps program.

Subject:
Computer Science
Computer, Networking and Telecommunications Systems
Material Type:
Lesson
Module
Author:
Nyc Tech-in-residence Corps
hunter mcnichols
Date Added:
04/05/2024
Gitbook:  Setting up Jupyter Notebooks
Conditional Remix & Share Permitted
CC BY-NC-SA
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A module for the course: CS 59974: Special Topics in Artificial Intelligence - "Setting up Jupyter Notebooks". Delivered at the City College of New York in Spring 2020 by Hunter McNichols as part of the Tech-in-Residence Corps program.

Subject:
Computer Science
Computer, Networking and Telecommunications Systems
Material Type:
Activity/Lab
Lesson
Author:
Nyc Tech-in-residence Corps
hunter mcnichols
Date Added:
04/05/2024