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Category: Textbooks

Fundamentals of Data Visualization by Claus O. Wilke

Posted on November 7, 2020April 10, 2022
Topics: Data Science / ML, Textbooks

Rating: 8.0/10. Part 1: From Data to Visualization All figures should be reproducible from data and code, should not have to make manual adjustments in Illustrator, or you will be dissuaded from updating them, or you may forget how they’re generated. Figures may be “ugly” (aesthetically unpleasing), “bad” (unclear and confusing), or “wrong” (objectively incorrect)….

Syntax: A Generative Introduction by Andrew Carnie

Posted on October 17, 2020April 10, 2022
Topics: Linguistics, Textbooks

Rating: 8.4/10. Ch1: Generative Grammar Generative syntax was first developed by Noam Chomsky, to try to capture what we know intuitively about syntax. Use scientific method to gather data, form hypotheses of rules, and check if they agree with native speaker judgements. Source of data can’t be solely from corpora, since these only have correct…

Linguistic Fundamentals for NLP II by Bender and Lascarides

Posted on August 20, 2020April 10, 2022
Topics: Linguistics, Textbooks

Rating: 7.7/10. Overall an okay but not superb book. The parts about pragmatics were the least familiar to me, but the writing was poor as a lot of advanced concepts were introduced too quickly for me. Ch2: What is Meaning? One way to represent meaning is by assigning logical forms to sentences. Modal logic adds…

Fundamentals of Psycholinguistics by Fernandez and Cairns

Posted on July 26, 2020April 10, 2022
Topics: Linguistics, Textbooks

Rating: 8.3/10. Ch1: Beginning Concepts Language has finite rules and symbols, but has infinite generation. Can think of language as a system to connect signals (acoustic, or words on a page) to meaning. This is done through phonology, morphology, syntax, etc. Linguistic competence is the knowledge of a language’s lexicon and grammar; linguistic performance is…

Four Views on Free Will by Kane, Fischer, Pereboom, and Vargas

Posted on July 17, 2020April 10, 2022
Topics: Philosophy, Textbooks

Rating: 8.7/10. Ch1: Libertarianism (Robert Kane) Libertarianism is the view that the universe is not deterministic, and this is necessary for FW; also, FW is necessary for moral responsibility. It’s closest to laymen’s intuitions about FW. Compatibilists attack it in two ways: (1) by claiming that determinism doesn’t conflict with FW, and (2) that indeterminism…

The Lexicon: An Introduction by Elisabetta Jezek

Posted on June 17, 2020April 10, 2022
Topics: Linguistics, Textbooks

Rating: 8.2/10. Ch1: Basic notions The lexicon is the set of words in a language, abstract object stores in our mind; a dictionary is a concrete object (printed book or electronic) that describes the lexicon. Dictionaries do not always store everything in the lexicon, either intentionally or unintentionally. A vocabulary can refer to either a…

Understanding Syntax by Maggie Tallerman

Posted on May 12, 2020April 10, 2022
Topics: Linguistics, Textbooks

Rating: 8.5/10. Overall impression: this book gives a well-rounded overview of syntax, good for an introduction and avoids most of the more theoretical issues. It’s split about 50/50 between English constructions and examples in other languages. This is a good balance, using English examples is easier to “ground” the theory to reality, while there are…

Information Theory: A Tutorial Introduction by James V. Stone

Posted on January 18, 2020April 10, 2022
Topics: Mathematics, Textbooks

Rating: 8.0/10. Ch1: What is Information? Information is quantified using bits, not to be confused with binary digit. A binary digit contains at most one bit of information, but may contain less (if it’s not equally likely to be 0 and 1). Ch2: Entropy of Discrete Variables Definition of entropy H(x) for discrete random variables….

Designing Voice User Interfaces by Cathy Pearl

Posted on November 23, 2019April 10, 2022
Topics: Data Science / ML, Textbooks

Rating: 7.3/10. Voice user interfaces like Siri and Alexa have improved in some ways, but in many other ways are similar to IVR phone systems from the 1970s. This book goes through various things to look out for while designing them. For example: Be as brief as possible and use visual mode to display lots…

Fifty Challenging Problems in Probability by Frederick Mosteller

Posted on January 20, 2019April 9, 2022
Topics: Mathematics, Textbooks

Rating: 6.6/10. A classic book with a bunch of random problems in elementary probability (but not statistics). They are not very difficult, ranging from easy to moderate in difficulty. Some of them touch on significant ideas (like random walks, coupon collector problem, German tank problem), but the majority are quite arbitrary (maybe suitable for a…

Understanding Thermodynamics by H. C. Van Ness

Posted on January 18, 2019April 9, 2022
Topics: Natural Sciences, Textbooks

Rating: 9.0/10. Pretty short, 100 page book that gives an intuitive introduction to various topics in thermodynamics and statistical mechanics. It’s meant to be a supplementary text, not a main text, so some really important things were omitted, which was confusing to me, but that’s understandable. Some ideas I learned: Energy can’t really be defined…

The Fundamentals of Ethics by Russ Shafer-Landau

Posted on December 18, 2018April 9, 2022
Topics: Philosophy, Textbooks

Rating: 9.5/10. Intro book on ethics — it’s not an easy read (took me about 6 months to finish it) but it contains a lot of deep ideas in 300 pages. The book is divided into three parts: what is the goal in life, how to do the right thing, and what is the status…

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