├── README.md ├── lectures_and_flipped_materials ├── lecture0_gettingStarted │ └── lecture0_intro.pdf ├── lecture1_representingText │ ├── Text_1_RepresentingText_flipped.pdf │ └── Text_1_RepresentingText_prerecord.pdf ├── lecture2_descriptive_inference_I │ ├── Text_2_descriptive_inference_I_flipped.pdf │ └── Text_2_descriptive_inference_I_prerecord.pdf ├── lecture3_descriptive_inference_II │ ├── Text_3_descriptive_inference_2_flipped.pdf │ └── Text_3_descriptive_inference_2_prerecord.pdf ├── lecture4_supervised_I │ ├── Text_4_supervised_I_flipped.pdf │ └── Text_4_supervised_I_prerecord.pdf ├── lecture5_supervised_II │ ├── Text_5_supervised_II_flipped.pdf │ └── Text_5_supervised_II_prerecord.pdf ├── lecture6_supervised_III │ ├── Text_6_supervised_III_flipped.pdf │ └── Text_6_supervised_III_prerecord.pdf ├── lecture7A_supervisedIV │ └── Text_7A_supervised_IV_prerecord.pdf ├── lecture7B_unsupervised_I │ ├── Text7B_unsupervised_I_prerecord.pdf │ └── Text7_sup_unsup_merge_flipped.pdf ├── lecture8_unsupervised_II │ ├── Text_8_unsupervised_2_flipped.pdf │ └── Text_8_unsupervised_2_prerecord.pdf ├── lecture9_intro_topic_models │ ├── Text9_topic_models_flipped.pdf │ └── Text9_topic_models_prerecord.pdf ├── lecture_10_topic_models_II │ ├── Text10_beyond_LDA_flipped.pdf │ └── Text10_beyond_LDA_prerecord.pdf ├── lecture_11_special_topics_I │ ├── Text11_special_topics_I_flipped.pdf │ └── Text11_special_topics_I_prerecord.pdf └── lecture_12_embeddings_plus │ └── Text12_embeddings_plus_flipped.pdf └── syllabus └── TAD_syllabus_Dec2020.pdf /README.md: -------------------------------------------------------------------------------- 1 | # Text as Data Class for Spring 2021 2 | This repo contains materials from my NYU DS "Text as Data" course from spring 2021. You will also find a syllabus. The course is updated from the one I taught previously---in particular, there is now more content on deep learning representations, including word embeddings. I will leave my [2018 repo](https://github.com/ArthurSpirling/Text-as-Data-Class-Spring-2018-) up for now, though. 3 | 4 | The lectures are split into two types: 5 | - **"pre-recorded" content**: these slides were the backdrop for my weekly (uploaded) videos that students watched before coming to class. These are "core" teaching, and don't require any audience input. 6 | - **"flipped" classroom sessions**: these were taught interactively with the students, once a week. They include material recap, quizzes, questions, problems, technical extensions, discussion of applications etc. 7 | 8 | If you need the underlying .tex files, images, animations etc and you are an educator, drop me a line: I will do my best to get those to you. 9 | 10 | My teaching assistant was [Lucia Motolinia](https://sites.wustl.edu/luciamotolinia/). She may have teaching materials of interest going forward. 11 | -------------------------------------------------------------------------------- /lectures_and_flipped_materials/lecture0_gettingStarted/lecture0_intro.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ArthurSpirling/text-as-data-class-spring2021/a76160794464833b92974656614be35abf6d497f/lectures_and_flipped_materials/lecture0_gettingStarted/lecture0_intro.pdf -------------------------------------------------------------------------------- /lectures_and_flipped_materials/lecture1_representingText/Text_1_RepresentingText_flipped.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ArthurSpirling/text-as-data-class-spring2021/a76160794464833b92974656614be35abf6d497f/lectures_and_flipped_materials/lecture1_representingText/Text_1_RepresentingText_flipped.pdf 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