Screencast 15 2 Rapid Automatic Keyword Extraction (RAKE).

Screencast 15 1 Term Frequency Inverse Document Frequency (TFIDF).

Information retrieval, term frequency-inverse document frequency (TF-IDF) and rapid automatic keyword extraction (RAKE).

Screencast 14 3 Social Network Analysis.

Screencast 14 1 The Database of Intentions.

Computational social science, search data, social media and social networks.

Screencast 13 2 Text Encoding Initiative (TEI).

Scraping and parsing, XML, really simple syndication (RSS) and text encoding initiative (TEI).

Screencast 12 2 SPARQL Queries and Endpoints.

Screencast 12 1 Linked Open Data and RDF.

Resource description framework (RDF), SPARQL queries and endpoints, JSON-LD.

Screencast 11 5 Web Archives and WARC Files.

Screencast 11 3 Larger Batch Text Search.

Browser automation, batch downloading, web archives and WARC files.

Screencast 10 1 Optical Character Recognition (OCR).

Optical character recognition (OCR), figure extraction and classification. Computer vision, face detection, feature extraction and image mining.

Screencast 08 4 The Past is a Foreign Country.

Geographic information: raster, vector and attribute data.

Screencast 07 6 Plotting Term Distribution.

Screencast 07 3 Word Context and String Position.

Pattern matching, topic classification and term distribution. Metadata, matrices and social network analysis.

Screencast 05 4 Keyword in Context (KWIC).

Screencast 05 1 Ways to Input Expressions.

Defining and developing functions, keyword in context (KWIC).

Screencast 03 3 Natural Language Processing Continued.

Screencast 03 2 Natural Language Processing.

Mathematica notebooks and expressions, strings and natural language processing. Word frequency, word clouds and stopwords.

Screencast 00 1 Working with Mathematica Notebooks.

There are also a number of screencasts for each lesson. The second revised edition (v2.01, September 2020) contains 23 complete chapters which cover the following topics. You will not be able to do everything that you can with the notebook version, but it should be good enough for you to get an idea of what is included. If you do not have Mathematica, you can open the notebook with Wolfram’s free CDF Player software or view it in the Wolfram Cloud. This is an open access, open content and open source textbook in the form of a Mathematica notebook.

Mathematica cloud