Book about design patterns specific to machine learning training and productionization. Design patterns are useful since they’re tried-and-tested solutions to reoccurring problems. Even though I’ve used ML in my work for several years, some of these patterns are still new to me. The book is aimed at ML practitioners in the industry and less towards…
Category: Textbooks
Metaethics: An Introduction by Andrew Fisher (7.6/10)
Summary Metaethics is a second-order philosophy: whereas normative ethics is the study of principles of what’s right and what’s wrong, metaethics studies what we’re doing when we talk about ethics. Are moral facts real, expressing a belief, or expressing an emotion? How do we know if a moral fact is true? The book opens with…
Digital Marketing Strategy by Simon Kingsnorth (6.6/10)
Book about various topics related to digital marketing, which is marketing any kind of business using digital resources, like ads, email, social media, etc. Topics include how to do SEO, content marketing, social media, personalization, customer retention, company branding, and an assortment of other things. This book is not very well-written, even though digital marketing…
Six Myths About the Good Life by Joel J. Kupperman (7.9/10)
Summary Fairly short book by a philosophy professor asking “what makes a life good?” This is a fundamental question for ethics because any ethical theory must assume some kind of utility function (what is good for an individual) before it can consider what’s best for society as a whole. This book examines a few common…
Introduction to Semantics by Zimmermann and Sternefeld (8.5/10)
This is an introductory textbook on compositional semantics, which uses higher order logic to represent meaning of words when combined together. This is different from lexical semantics, which is concerned with the meaning of individual words. Below are my notes. Ch1: Lexical Meaning Semantics deals with literal meaning, which excludes hidden / metaphorical meaning in…
Exploring the German Language by Sally Johnson and Natalie Braber (6.4/10)
Not quite what I was expecting — I was looking for a linguistic overview of the German language, but this book is more like an intro linguistics textbook that uses examples from German. About 70% of the material is general linguistics knowledge (eg: explaining what’s a phoneme or morpheme or word class), only 30% is…
Naive Set Theory by Paul Halmos (8.8/10)
Brief book that introduces you to Zermelo-Fraenkel set theory. Anyone that has studied combinatorics / algebra / analysis is probably familiar with “naive set theory”, eg: union, intersection, complement, etc. But despite the book’s name, it introduces you to axiomatic set theory. The problem with naive (non-axiomatic) set theory is it allows you to construct…
Construction Grammar and its Application to English by Martin Hilpert (7.8/10)
Ch1: Introducing Construction Grammar Traditionally, linguistic knowledge is thought of as having a lexicon and grammar component (the dictionary-and-grammar model), but construction grammar proposes that all linguistic knowledge is different constructions. The change is motivated by idiomatic expressions that are a sort of “appendix” in dictionaries. Yet we can’t represent idioms as fixed expressions because…
Fundamentals of Data Visualization by Claus O. Wilke (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). An aesthetic…
Syntax: A Generative Introduction by Andrew Carnie (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 sentences, you…
Linguistic Fundamentals for NLP II by Bender and Lascarides (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 the ability…
Fundamentals of Psycholinguistics by Fernandez and Cairns (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 the ability…