This is the web page for Text Analytics at the University of Oklahoma.
Dale Hall Tower, 0104
TR 9:00am - 10:15am
TAP: Text Analytics with Python, 2nd edition
| Class | Date | Topic | Reading | Lecture Notes | Assignment | Due |
|---|---|---|---|---|---|---|
| 01 | 01/14 | Introduction | Syllabus, Scripting Languages, Statistics, Linear Algebra | |||
| 02 | 01/16 | Text Encodings | ASCII Table, Unicode Table | Python string encoding | ||
| 03 | 01/21 | GNU/Linux Tools | UNIX Shell, sed awk bash | |||
| 04 | 01/23 | Version Control | Git Tutorial | HW 0 | ||
| 05 | 01/28 | Python I | Python Programming pyenv+pipenv pyenv windows comment pipenv video |
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| 06 | 01/30 | Python II | Py Test | |||
| 07 | 02/04 | Regular Expressions | Python Re Linux Regex NLTK Book Ch 3 |
Unicode byte counter Hanukkah Spellings Spelling Hanukkah Regexp Systax Summary |
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| 08 | 02/06 | SQL and SQLite | SQLite Tutorial | |||
| 09 | 02/11 | Numpy + Pandas I | NumPy | example csv file | Project 0 | HW 0 |
| 10 | 02/13 | Numpy + Pandas II | Pandas Intro | Pandas Tutorial FOIA Interview FOIA Example Tweet |
HW 1 (section 001) |
| Class | Date | Topic | Reading | Lecture Notes | Assignment | Due |
|---|---|---|---|---|---|---|
| 11 | 02/18 | Natural Language Processing I | TAP: Ch 1, 3 MLT: Ch 2 |
NLP I | HW 1 | |
| 12 | 02/20 | Natural Language Processing II | NLP II | Project 1 | Project 0 | |
| 13 | 02/25 | Feature Engineering I | MLT: Ch 9 Scikit-Learn Feature Vectorization |
HW 2 | ||
| 14 | 02/27 | Feature Engineering II |
| Class | Date | Topic | Reading | Lecture Notes | Assignment | Due |
|---|---|---|---|---|---|---|
| 15 | 03/03 | Text Classification I | TAP: Ch 4 MLT: Ch 5 |
HW 2 | ||
| 16 | 03/05 | Text Classification II | Project 2 | Project 1 | ||
| 17 | 03/10 | Text Summarization + Topic models I | TAP: Ch 5 MLT: Ch 11 |
HW 2 | ||
| 18 | 03/12 | Text Summarization + Topic models II | ||||
| 19 | 03/17 | Spring Break | ||||
| 20 | 03/19 | Spring Break | ||||
| 21 | 03/24 | Text Similarity I | TAP: Ch 6 MLT: Ch 4 |
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| 22 | 03/26 | Text Clustering I | ||||
| 23 | 03/31 | Recommendation Systems | TAP: Ch 7 MLT: Ch 13 |
Project 3 | Project 2 | |
| 24 | 04/02 | Semantic Analysis I | HW 3 | |||
| 25 | 04/07 | Semantic Analysis II | MLT: Ch 10 | |||
| 26 | 04/09 | Named Entity Recognition I | HW 4 | HW 3 | ||
| 27 | 04/14 | Named Entity Recognition II | MLT: Ch 3 | Project 3 | ||
| 28 | 04/16 | Sentiment Analysis | HW 4 | |||
| 29 | 04/21 | Knowledge Base Construction | ||||
| 30 | 04/23 | Deep Learning for Text | HW 4 | |||
| 31 | 04/28 | Presentations I (Zombie Week) | Project 3 | |||
| 32 | 04/30 | Presentations II (Zombie Week) | ||||
| 33 | 05/08 | Final Exam Dale Hall Tower, 0104 8:00am - 10:00am |