Books & Writing
Books and writing: reading lists, essays, authors, the craft of writing, and literature.
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Reinforcement learning: An introduction andrew.cmu.edu
MIT Press, 2018. [All Versions]. Richard Sutton's comprehensive book on reinforcement learning.
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A tale of three probabilistic families: Discriminative, descriptive, and generative models ams.org
Quarterly of Applied Mathematics, 2018. [All Versions]. [Preprint]. The pattern theory of Grenander is a mathematical framework where patterns are represented by probability models on random variables of algebraic structures. In this paper, the authors review three families of…
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SciBERT: A Pretrained Language Model for Scientific Text aclanthology.org
EMNLP'19, 2019. [All Versions]. Searching and synthesizing scientific literature, aiding researchers in hypothesis generation, and assisting with experimental design, making scientific knowledge more accessible.
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PersLEARN: Research Training through the Lens of Perspective Cultivation aclanthology.org
ACL'23, 2023. [All Versions]. Scientific research is inherently shaped by its authors’ perspectives, influenced by various factors such as their personality, community, or society. Junior researchers often face challenges in identifying the perspectives reflected in the…
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ESRA: Explainable Scientific Research Assistant aclanthology.org
ACL'21 Demo Track, 2021. [All Versions]. A tool for constructing and visualizing the knowledge graph of a query keyword in literature retrieving.
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Abductive Logic Programming academic.oup.com
Journal of Logic Computation, 1992. [All Versions]. This paper is a survey and critical overview of recent work on the extension of logic programming to perform abductive reasoning (abductive logic programming). The authors outline the general framework of abduction and its…
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Theory of Minds: Understanding Behavior in Groups through Inverse Planning aaai.org
AAAI'19, 2019. [All Versions]. Towards the goal of building machine-learning algorithms with human-like social intelligence, this paper develops a generative model of multiagent action understanding based on a novel representation for these latent relationships called…
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(Arxiv) Systematic review of algorithm auditing studies and identification of trends in their methodological approaches.
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Mitchell, S. D. (2013). Unsimple truths: science, complexity, and policy. Chicago: Univ. of Chicago Press. worldcat.org
The book introduces the perspective of integrative puralism as a way of understanding and studying the world.
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The book introduces in an accessible way the influence of concepts such as self-organization and the edge of chaos.
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Maturana, H. R., & Varela, F. J. (2008). The tree of knowledge: the biological roots of human understanding. Boston… worldcat.org
The book is an exposition of the non-representational vew of knowledge.
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Wiener, N. (2016). Cybernetics or control and communication in the animal and the machine. worldcat.org
The book introduced the term cybernetics to describe a self-regulation mechanism.
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Mathematical Reasoning: Writing and Proof tedsundstrom.com
Ted Sundstrom.
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Book of Proof richardhammack.github.io
Richard Hammack (Virginia Commonwealth University).
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Probabilistic Machine Learning probml.github.io
Introductory and advanced books by Kevin Murphy, with free draft PDFs, code, figures, exercises, and teaching resources.
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UBC CLP Calculus Textbooks personal.math.ubc.ca
Free textbooks, problem books, and source files for a four-course university sequence in differential, integral, multivariable, and vector calculus.
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Wikibooks en.wikibooks.org
Community-authored collection of open mathematics textbooks and instructional books.
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Byrne's Euclid c82.net
Interactive web edition of Oliver Byrne's color-coded presentation of Euclid's first six books.
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Search Engine Optimization All-in-One For Dummies amazon.com
Bruce Clay is one of the most respected figures in the SEO community, teaching classes and workshops at all the major conferences. Like the ‘Art of SEO,’ this book is actually pretty technical and probably not your best easy, first guide, despite being part of the ‘Dummies…
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SEO Fitness Workbook amazon.com
Step-by-step book on SEO, starting with goals, going through on page SEO such as page tags, and ending up with off page SEO such as link-building and social mentions.
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The 100-Page Language Models Book thelmbook.com
A concise, technical introduction by Andriy Burkov.
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LLM Engineer's Handbook packtpub.com
LLMOps, fine-tuning, serving, and production workflows.
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Steven Halim. Competitive Programming book cpbook.net
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Should I Read Papers? michaelrbernste.in
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Readings in Distributed Systems christophermeiklejohn.com
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Functional Programming Books Review alexott.net
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Stop Writing Classes pyvideo.org
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Network Science Book - Network Datasets networksciencebook.com
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Related book and data multilayer.it.uu.se
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Azure Data Engineering manning.com
A book about data engineering in general and the Azure platform specifically
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Baidu Bigflow bigflow.cloud
an interface that allows for writing distributed computing programs providing lots of simple, flexible, powerful APIs to easily handle data of any scale.
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Hadoop MapReduce hadoop.apache.org
A software framework for easily writing applications which process vast amounts of data (multi-terabyte data-sets) - in-parallel on large clusters (thousands of nodes) - of commodity hardware in a reliable, fault-tolerant manner.
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Best Data Science Books appliedaicourse.com
This blog offers a curated list of top data science books, categorized by topics and learning stages, to aid readers in building foundational knowledge and staying updated with industry trends.
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Location-dependent communications using quantum entanglement (2010) doi.org
Introduces QPV in the academic literature, but incorrectly claims unconditional security. Studies QPV based on Bell states.
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Goldreich. Essays and Opinions wisdom.weizmann.ac.il
Personal Essays by Oded Goldreich. They are very unique in their conceptual message of TCS and its community.
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Terry. Career Advice terrytao.wordpress.com
A collection of various pieces of advice on academic career issues in mathematics, roughly arranged by the stage of career at which the advice is most pertinent.
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Mariconda & Tonolo. Discrete Calculus: Methods for Counting springer.com
An introduction to combinatorics, finite calculus, formal series, recurrences, and approximations of sums. Readers will find also deep insights into a range of less common topics rarely considered within a single book.
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Lipton & Regan rjlipton.wpcomstaging.com
A list of theory blogs for computer science.
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MIT OCW ocw.mit.edu
, HTML book, Byford's playlist, Javascript book, Python book, Berkeley for self-study, and Berkeley 2024 - Fundamental principles of computer programming in Scheme, including recursion, abstraction, modularity, and programming language design and implementation.
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Yufei. Probabilistic Methods in Combinatorics. MIT ocw.mit.edu
and Yufei's Graph Theory book - Showing some combinatorial object exists and prove that a certain random construction works with positive probability. The course focuses on methodology as well as combinatorial applications.
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Telgarsky. Deep Learning Theory. Illinois mjt.cs.illinois.edu
Focuses on simplified proofs over what appears in the literature, and classical perspective of achieving a low test error for binary classification with IID data via standard (typically ReLU) feedforward networks.
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Papadimitriou. Turing: A Novel About Computation mitpress.mit.edu
The world of computation according to Turing, an interactive tutoring program, as told to star-crossed lovers: a novel.
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Teuscher. Alan Turing: Life and Legacy of a Great. Springer link.springer.com
Essays which spans the entire rich spectrum of Turing's life, research work and legacy.
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Barak. Introduction to TCS introtcs.org
A modern, brief, and accessible text which introduces theoretical computer science for undergrads. It includes topics not usually included in standard undergrad text-books.
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The Univalent Foundations Program Institute for Advanced Study. Homotopy Type Theory: Univalent Foundations of… homotopytypetheory.org
The present book is intended as a first systematic exposition of the basics of univalent foundations, and a collection of examples of this new style of reasoning — but without requiring the reader to know or learn any formal logic, or to use any computer proof assistant.
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Aspnes. Notes on Randomized Algorithms cs.yale.edu
Supplemental notes to the standard books by Mitzenmacher & Upfals, and Motwani & Raghavan.
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wordtune wordtune.com
Personal writing assistant.
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