This course is a survey of programming strategies and techniques for the procedural analysis and generation of text-based data. Topics include analyzing text based on its statistical properties, automated text production using probabilistic methods, and text visualization. Students will learn server-side and client-side JavaScript programming and build single-page web applications as well as bots for social media networks. Additionally, this course will also include examples related to working latest open-source and commercial machine learning models for text and image generation. The course will include weekly homework coding exercises and an open-ended final project.
- Daniel Shiffman, Fridays, 9:30-12:00
- All class dates
- Office Hours (use NYU google calendar appts, link via class mailing list)
Please read and review the ITP/IMA Code of Conduct. The Code of Conduct will be reviewed and discussed as part of the course introduction.
The ITP/IMA Code of Conduct is an evolving work-in-progress document that establishes and communicates the commitment of the ITP/IMA community to uphold a key set of standards and obligations that aim to make ITP/IMA an inclusive and welcoming environment.
Week 1 - Introduction, Sep 8
Week 2 - Regular Expressions, Sep 15
Week 3 - Data and APIs, Sep 22
Week 4 - Text Analysis, Sep 29
Week 5 - Bots Part 1, Oct 6
Week 6 - Bots Part 2, Oct 13
Week 7 - Bot Experiments Sharing, Oct 20
Week 8 - Text Generation: Markov Chains, Oct 27
Week 9 - Text Generation: Context-Free Grammars, Nov 3
Week 10 - Text Generation: Machine Learning, Nov 10
Week 11 - Final Project Proposals + more ML, Nov 17
Week 12 - Final Project Proposals + more node.js API, Dec 1
- Please read ITP's policy on pass/fail
- You are required to attend all class meetings and submit all weekly assignments and a final project.
- Grading (pass/fail) will be based on a combination of factors:
- Attendance, participation in class discussion, and engagement in other students' projects (30%)
- Quality of assignments (50%)
- Final Project (20%)
Plagiarism is presenting someone else’s work as though it were your own. More specifically, plagiarism is to present as your own: A sequence of words quoted without quotation marks from another writer or a paraphrased passage from another writer’s work or facts, ideas or images composed by someone else. Statement of Principle
The core of the educational experience at the Tisch School of the Arts is the creation of original academic and artistic work by students for the critical review of faculty members. It is therefore of the utmost importance that students at all times provide their instructors with an accurate sense of their current abilities and knowledge in order to receive appropriate constructive criticism and advice. Any attempt to evade that essential, transparent transaction between instructor and student through plagiarism or cheating is educationally self-defeating and a grave violation of Tisch School of the Arts community standards. For all the details on plagiarism, please refer to page 10 of the Tisch School of the Arts, Policies and Procedures Handbook, which can be found online at: http://students.tisch.nyu.edu/page/home.html
The following is adapted by permission from Golan Levin’s Interactivity and Computation Course (Fall 2018) at Carnegie Mellon University.
You must cite the source of any code you use. Please note the following expectations and guidelines:
Check the License. When using others' code, pay attention to the license under which it has been released, and be certain to fulfill the terms and requirements of those licenses. Descriptions of common licenses, and their requirements, can be found at choosealicense.com. Some licenses may require permission. If you are confused or aren’t sure how to credit code, ask one of the course instructors and make your best good faith effort. Not properly citing code sources is grounds for a 0 on an assignment.
Use Libraries. The use of general, repurposable libraries is strongly encouraged. The people who developed and contributed these components to the community worked hard, often for no pay; acknowledge them by citing their name and linking to their repository.
Be Careful. It sometimes happens that an artist places the entire source code for their sketch or artwork online, as a resource from which others can learn. Assignments given in new-media arts courses are often similar; you may also discover the work of a student in some other class or school, who has posted code for a project which responds to a similar assignment. You should probably avoid this code. At the very least, you should be careful about approaching such code for possible re-use. If it is necessary to do so, it is best to extract components that solve a specific technical problem, rather than those parts which operate to create a poetic experience. Your challenge, if and/or when you work with others' code, is to make it your own. It should be clear that downloading an artwork from someone's GitHub and simply changing the colors would be disgracefully lazy. And doing so without proper citation would be outright plagiarism.
Please feel free to make suggestions to your instructor about ways in which this class could become more accessible to you. Academic accommodations are available for students with documented disabilities. Please contact the Moses Center for Students with Disabilities at 212 998-4980 for further information. Statement on Counseling and Wellness
Your health and safety are a priority at NYU. If you experience any health or mental health issues during this course, we encourage you to utilize the support services of the 24/7 NYU Wellness Exchange 212-443-9999. Also, all students who may require an academic accommodation due to a qualified disability, physical or mental, please register with the Moses Center 212-998-4980. Please let your instructor know if you need help connecting to these resources.
Tisch School of the Arts to dedicated to providing its students with a learning environment that is rigorous, respectful, supportive and nurturing so that they can engage in the free exchange of ideas and commit themselves fully to the study of their discipline. To that end Tisch is committed to enforcing University policies prohibiting all forms of sexual misconduct as well as discrimination on the basis of sex and gender. Detailed information regarding these policies and the resources that are available to students through the Title IX office can be found by using the following link: Title IX at NYU.