Literature
These are all the books that I own / have owned in the past. I have not read them all, neither will I ever be able to. My favourites are listed first.
Here is a table of all the research papers I have taken the liberty to print and annotate.
I may — at a later date — add brief notes.
[1]
Ian Goodfellow.
Deep Learning.
MIT Press, 2016.
[2]
Trevor Hastie, Robert Tibshirani, and Jerome Friedman.
The Elements of Statistical Learning.
Springer, 2009.
[3]
Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong.
Mathematics for Machine Learning.
Cambridge University Press, 2020.
[4]
Doug.
Sed & Awk.
O'Reilly Media, 1997.
[5]
Andrew S. Tanenbaum.
Modern Operating Systems.
Pearson, 2008.
[6]
James F. Kurose and Keith W. Ross.
Computer Networking: A Top-Down Approach.
Pearson, 2020.
[7]
Abraham Silberschatz, Henry F. Korth, and S. Sudarshan.
Database System Concepts.
McGraw-Hill Education, 2019.
[8]
Thomas H. Cormen, Charles E. Leiserson, Ronald L. Rivest, and Clifford Stein.
Introduction to Algorithms.
MIT Press, 2009.
[9]
Martin Fowler.
Refactoring: Improving the Design of Existing Code.
Addison-Wesley, 2018.
[10]
Herbert Schiltd.
Java: The Complete Reference.
McGraw-Hill Education, 2019.
[11]
Robert Sedgewick.
Algorithms in C, Parts 1-4: Fundamentals, Data Structures,
Sorting, Searching.
Addison-Wesley, 2001.
[12]
Robert Sedgewick.
Algorithms in C, Part 5: Graph Algorithms.
Addison-Wesley, 2001.
[13]
Brian W. Kernighan and Dennis M. Ritchie.
The C Programming Language.
Prentice Hall, 1988.
[14]
Edwin T. Jaynes.
Probability Theory: The Logic of Science.
Cambridge University Press, 2003.
[15]
Stewart Venit.
Elementary Linear Algebra.
Thomson Brooks/Cole, 2005.
[16]
David Hill.
Elementary Linear Algebra.
Cengage Learning, 2001.
[17]
Edward Landesman.
Linear Algebra.
Springer, 2001.
[18]
Howard Anton.
Elementary Linear Algebra, with Applications.
Wiley, 2010.
[19]
Robert Hoovers.
Linear Algebra for Calculus.
Pearson, 2015.
[20]
Steven Sallas.
Calculus 1 and Several Variables.
Cengage Learning, 2016.
[21]
Robert A. Adams.
Single Variable Calculus.
Pearson, 2013.
[22]
Robert A. Adams.
Calculus of Several Variables.
Pearson, 2013.
[23]
James Hurley.
Intermediate Calculus, Multivariable Functions and Differential
Equations with Applications.
Thomson Brooks/Cole, 2006.
[24]
Robert Borrelli.
Differential Equations: A Modeling Perspective.
Wiley, 2016.
[25]
Henry J. Ricardo.
A Modern Introduction to Differential Equations.
Elsevier, 2001.
[26]
Frank McMullen.
Differential Equations, Essential Skills.
Pearson, 2015.
[27]
M.L. Krasnov.
A Book of Problems in Ordinary Differential Equations.
Dover Publications, 2013.
[28]
Robert MacCamy.
Linear Analysis and Differential Equations.
Springer, 1999.
[29]
James W. Brown and Ruel V. Churchill.
Complex Variables and Applications.
McGraw-Hill Education, 2009.
[30]
Schaum.
Complex Variables with an Introduction to Conformal Mapping and
Its Applications.
McGraw-Hill Education, 2009.
[31]
Ronald L. Graham, Donald E. Knuth, and Oren Patashnik.
Concrete Mathematics: A Foundation for Computer Science.
Addison-Wesley, 1994.
[32]
Susanna S. Epp.
Discrete Mathematics with Applications.
Cengage Learning, 2019.
[33]
David S. Moore.
Introduction to the Practice of Statistics.
W.H. Freeman, 2016.
[34]
Larry Wasserman.
All of Statistics: A Concise Course in Statistical Inference.
Springer, 2010.
[35]
Frank McMullen.
Calculus with Multiple Variables.
Pearson, 2015.
[36]
Frank McMullen.
50 Challenging Calculus Problems.
Pearson, 2015.
[37]
Andrew Franklin and Keith Doode.
Proof in Mathematics: An Introduction.
Oxford University Press, 2003.
[38]
Daniel J. Velleman.
How to Prove It: A Structured Approach.
Cambridge University Press, 2006.
[39]
Japan Times.
Genki I, 3rd Edition.
The Japan Times, 2021.
[40]
NHK.
Genki I Workbook.
The Japan Times, 2021.
[41]
Andrew Scott Conning.
Kodansha Kanji Learner’s Course.
Kodansha, 2013.
[42]
Oxford.
Oxford Beginner's Japanese Dictionary.
Oxford University Press, 2011.
[43]
Seiichi Makino and Michio Tsutsui.
A Dictionary of Basic Japanese Grammar.
Japan Times, 1989.
[44]
Harold Ono.
Japanese Grammar.
Kodansha, 2013.
[45]
Fudeko Reekie.
A First Course in Japanese.
Pearson, 2009.
[46]
Fudeko Reekie.
A First Course in Japanese Workbook.
Pearson, 2009.
[47]
Janet Ashby.
Read Real Japanese.
Kodansha, 2002.
[48]
Scott Pape.
The Barefoot Investor.
Wiley, 2016.
[49]
Stephen R. Covey.
The 7 Habits of Highly Effective People.
Free Press, 2004.
[50]
Peter Lynch.
One Up On Wall Street.
Simon & Schuster, 1989.
[51]
Jordan B. Peterson.
12 Rules for Life: An Antidote to Chaos.
Random House Canada, 2018.
[52]
Cal Newport.
Deep Work: Rules for Focused Success in a Distracted World.
Grand Central Publishing, 2016.
[53]
Karl Marx and Friedrich Engels.
The Communist Manifesto.
Penguin Classics, 1848.
[54]
Stephen Hawking.
A Brief History of Time.
Bantam Books, 1988.
[55]
Stephen Hawking.
My Brief History.
Bantam Books, 2013.
[56]
Andrew Hodges.
Alan Turing: The Enigma.
Simon & Schuster, 1983.
[57]
James Shreeve.
The Neandertal Enigma.
Avon Books, 1995.
[58]
George Angus.
Pocket Guide: Human Body.
DK Publishing, 2017.
[59]
Carlo Rovelli.
Seven Brief Lessons on Physics.
Penguin Books, 2016.
[60]
E. H. Lockwood.
A Book of Curves.
Cambridge University Press, 1961.
[61]
Hans F. Weinberger.
A First Course in Partial Differential Equations.
Blaisdell, 1950.
[62]
K. Rameswar.
Diophantine Equations.
Springer, 2010.
[63]
Erwin Kreyzig.
Differential Geometry.
John Wiley & Sons, 1999.
[64]
Norman Wildberger.
Divine Proportions.
Wild Egg, 2005.
[65]
Edward G. Phillips.
Functions of a Complex Variable.
George Allen & Unwin, 1977.
[66]
Richard Bellman.
Introduction to Matrix Calculus.
McGraw-Hill, 1970.
[67]
Karin Reich.
Carl Friedrich Gauss.
Springer, 1974.
[68]
Robert L. Caplan.
Advanced Calculus.
Pearson, 1995.
[69]
Richard Courant.
Differential and Integral Calculus.
Springer, 1996.
[70]
Richard Courant and Herbert Robbins.
What is Mathematics?
Oxford University Press, 1941.
[71]
Terence Tao.
Solving Mathematical Problems: A Personal Perspective.
Oxford University Press, 2006.
[72]
Edward Frenkel.
Love and Math: The Heart of Hidden Reality.
Basic Books, 2013.
[73]
Robert Lafore.
Data Structures and Algorithms in Java.
Sams Publishing, 2002.
[74]
Garrett Snider, R. Kent Nagle, and Edward B. Saff.
Fundamentals of Differential Equations.
Pearson, 2015.
[75]
Pasquale Baccarini.
Essential Ultimate.
Ultimate Publishing, 2009.
[76]
James Parinella and Eric McCarthy.
Ultimate Techniques and Tactics.
Human Kinetics, 2004.
[77]
William Shakespeare.
The Complete Works of Shakespeare.
Wordsworth Editions, 1996.
[78]
Matthew Walker.
Why We Sleep: Unlocking the Power of Sleep and Dreams.
Scribner, 2017.
[79]
Yuval Noah Harari.
Sapiens: A Brief History of Humankind.
Harper, 2014.
[80]
Daniel Kahneman.
Thinking, Fast and Slow.
Farrar, Straus and Giroux, 2011.
[81]
Sun Tsu.
The Art of War.
Penguin Classics, 2020.
[82]
Will Durant.
The Story of Philosophy.
Simon & Schuster, 1961.
[83]
Nassim Nicholas Taleb.
Antifragile: Things That Gain from Disorder.
Random House, 2012.
[84]
Hector Garcia and Francesc Miralles.
Ikigai: The Japanese Secret to a Long and Happy Life.
Penguin Books, 2017.
[85]
Dante Alighieri.
The Divine Comedy.
Penguin Classics, 2000.
[86]
Various.
The Holy Bible, New International Version.
Zondervan, 2011.
[87]
Plato.
Plato: The Dialogues.
Encyclopaedia Britannica, 2013.
[88]
Lao Tzu.
Tao Te Ching.
Penguin Classics, 2021.
[89]
Lucius Annaeus Seneca.
Letters from a Stoic.
Penguin Classics, 1969.
[90]
Aldous Huxley.
The Doors of Perception and Heaven and Hell.
Harper Perennial Modern Classics, 2004.
[91]
Jean-Paul Sartre.
Being and Nothingness: An Essay on Phenomenological Ontology.
Methuen, 1956.
[92]
Friedrich Nietzsche.
Thus Spoke Zarathustra.
Penguin Classics, 2005.
[93]
Marcus Tullius Cicero.
Selected Works.
Penguin Classics, 2004.
[94]
Herodotus.
The Histories.
Oxford University Press, 1998.
[95]
Sophocles.
The Three Theban Plays.
Penguin Classics, 1982.
[96]
Paul Gwynne.
World Religions in Practice: A Comparative Introduction.
Wiley-Blackwell, 2009.
[97]
Marcus Aurelius.
Meditations.
Penguin Classics, 2006.
[98]
Mortimer J. Adler.
Aristotle for Everybody: Difficult Thought Made Easy.
Simon & Schuster, 1997.
[99]
Arthur Cotterell and Rachel Storm.
The Ultimate Encyclopedia of Mythology.
Hermes House, 1996.
[100]
Terence McKenna.
Food of the Gods: The Search for the Original Tree of
Knowledge.
Bantam Books, 1992.
[101]
Dominic Milton Trott.
The Drug Users Bible: Harm Reduction, Risk Mitigation, Personal
Safety.
Independent Publisher, 2018.
[102]
Stuart Hooper.
Makers of Mathematics.
Penguin Books, 2003.
[103]
Joshua Holden.
The Mathematics of Secrets: Cryptography from Caesar Ciphers to
Digital Encryption.
Princeton University Press, 2017.
[104]
Thomas Engqvist.
300 Most Important Chess Exercises.
Everyman Chess, 2016.
[105]
Jeremy Silman.
The Complete Book of Chess Strategy.
Siles Press, 1999.
[106]
William Golding.
Lord of the Flies.
Faber and Faber, 1954.
[107]
Yevgeny Zamyatin.
We.
E. P. Dutton, 1924.
[108]
George Orwell.
Animal Farm: A Fairy Story.
Secker & Warburg, 1945.
[109]
Miguel de Cervantes.
Don Quixote.
Penguin Classics, 2003.
[110]
Leo Tolstoy.
The Cossacks.
Oxford University Press, 1863.
[111]
Alexandre Dumas.
The Count of Monte Cristo.
Penguin Classics, 1844.
[112]
Fyodor Dostoevsky.
Crime and Punishment.
Penguin Classics, 1866.
[113]
Leo Tolstoy.
War and Peace.
Penguin Classics, 1869.
[114]
Ray Bradbury.
Bradbury Stories: 100 of His Most Celebrated Tales.
William Morrow, 2003.
[115]
Jane Austen.
Pride and Prejudice.
Penguin Classics, 1813.
[116]
Raymond Chandler.
The Big Sleep.
Knopf Doubleday Publishing Group, 1939.
[117]
Homer.
The Iliad of Homer and the Odyssey.
Encyclopaedia Britannica, 1952.
[118]
William Wordsworth.
Selected Poems of Wordsworth.
Penguin Classics, 2004.
[119]
Austin Dobson.
Collected Poems of Dobson.
Oxford University Press, 2002.
[120]
Wilfred Owens.
War Poems and Others.
Penguin Classics, 2004.
[121]
Sylvia Plath.
Ariel.
Harper & Row, 1965.
[122]
T. S. Eliot.
Selected Poems.
Faber and Faber, 1974.
[123]
George Orwell.
1984.
Secker & Warburg, 1949.
[124]
Geoffrey Chaucer.
The Canterbury Tales.
Penguin Classics, 2003.
[125]
F. Scott Fitzgerald.
The Great Gatsby.
Charles Scribner's Sons, 1925.
[126]
J. D. Salinger.
The Catcher in the Rye.
Little, Brown and Company, 1951.
[127]
Jane Austen.
Emma.
Penguin Classics, 1815.
[128]
Emily Bronte.
Wuthering Heights.
Penguin Classics, 1847.
[129]
Markus Zusak.
The Book Thief.
Picador, 2005.
[130]
Herman Melville.
Moby Dick.
Harper & Brothers, 1851.
[131]
Lucy Maud Montgomery.
Anne of Green Gables.
L. C. Page & Co., 1908.
[132]
Mark Twain.
The Adventures of Huckleberry Finn.
Charles L. Webster and Company, 1885.
[133]
Jonathan Swift.
Gulliver's Travels.
Benjamin Motte, 1726.
[134]
Robert Louis Stevenson.
Treasure Island.
Cassell and Company, 1883.
[135]
Heather Morris.
The Tattooist of Auschwitz.
Zaffre, 2018.
[136]
Douglas Adams.
The Hitchhiker's Guide to the Galaxy.
Pan Books, 1979.
[137]
Dan Brown.
The Da Vinci Code.
Doubleday, 2003.
[138]
Frances Hodgson Burnett.
The Secret Garden.
Frederick A. Stokes, 1911.
[139]
Hergé.
The Adventures of Tintin.
Casterman, 1929.
[140]
Alan Moore and David Lloyd.
V for Vendetta.
DC Comics, 1982.
[141]
Lewis Carroll.
Alice's Adventures in Wonderland.
Macmillan, 1865.
Title
Synonyms
Author/s
Year
Implementation/s
Deep Learning for Classical Japanese Literature
Masaki Nakagawa
2018
kmnist
A Logical Calculus of the Ideas Immanent in Nervous Activity
McCulloch-Pitts Model
Warren S. McCulloch, Walter Pitts
1943
perceptron
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction
Leland McInnes, John Healy, James Melville
2020
Intriguing Properties of Neural Networks
Christian Szegedy, Wojciech Zaremba, Ian Goodfellow
2014
Language Models are Unsupervised Multitask Learners
GPT-2
Alec Radford, Jeffrey Wu, Rewon Child, David Luan, Dario Amodei, Ilya Sutskever
2019
Improving Language Understanding by Generative Pre-training
GPT
Alec Radford, Karthik Narasimhan, Tim Salimans, Ilya Sutskever
2018
Attention is All You Need
Attention, Transformer
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, Illia Polosukhin
2017
Sequence to Sequence Learning with Neural Networks
Seq2Seq
Ilya Sutskever, Oriol Vinyals, Quoc V. Le
2014
Very Deep Convolutional Networks for Large-Scale Image Recognition
VGGNet
Karen Simonyan, Andrew Zisserman
2015
ImageNet Classification with Deep Convolutional Neural Networks
AlexNet
Alex Krizhevsky, Ilya Sutskever, Geoffrey Hinton
2012
Deep Residual Learning for Image Recognition
ResNet
Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun
2015
Review: Deep Learning
Yann LeCun, Yoshua Bengio, Geoffrey Hinton
2015
Gradient-Based Learning Applied to Document Recognition
LeNet
Yann LeCun, Léon Bottou, Yoshua Bengio, Patrick Haffner
1998
Incremental Training of First Order Recurrent Neural Networks to Predict a Context-Sensitive Language
Stephan K. Chalup, Alan D. Blair
2003
The KiTS19 Challenge Data
Nicholas Heller, Niranjan Sathiananathen
2020
Handwritten Digit Recognition with a Back-Propagation Network
Yann LeCun, Bernhard Boser, John S. Denker, Donnie Henderson, Richard E. Howard, Wayne Hubbard, Lawrence D. Jackel
1989
Convolution Networks for Kidney Vessels Segmentation from CT-Volumes
KidNet
Ahmed Taha, Pechin Lo, Junning Li
2018
Convolutional Networks for Biomedical Image Segmentation
UNet
Olaf Ronneberger, Philipp Fischer, Thomas Brox
2015
Automatic Segmentation of Kidneys and Kidney Tumors: The KiTS19 International Challenge
Niranjan J. Sathianathen, Nicholas Heller, Samuel Kleppe, James M. Mountney, Bradley Erickson
2022