Short History of the Learning Machine

Descendants (at least 95 branches originate here)

• Short History of the Learning Machine

  ↜ is_linked ← Prolegomena to Educatio Digitale

  • is_parent Between Archetypes & Myths: Machine as a Projection of the Human Self

    • is_parent Between Archetypes & Myths

      Machine as a projection of the human selfFaciamus machinam ad imaginem et similitudinem nostram.Let us make the machine in our image and likeness.

      ↝ echoes → Genesis revisited ↝ echoes → Mechanism

      • is_parent Before the Machine ·

        Long before humans could build autonomous machines, they could imagine them.Artificial humans. Servants. Lovers. Guardians. Weapons. Oracles. Monsters.The techn
      • is_parent An Archetype Is Not a Blueprint ·

        Myths do not predict robots, computers or artificial intelligence.But they repeatedly stage similar relationships between humans and artificial beings.Who creat
      • is_parent Machine as Projection ·

        We rarely imagine machines neutrally.We project into them our bodies.Our desires.Our labor.Our violence.Our knowledge.Our fear of losing control.
    • is_parent What Is a Machine?

      Before machines became motors, engines and computers, the word already meant something broader:an ingenious means by which something becomes possible.

      ↝ echoes → Heron of Alexandria (c. 10 AD - c. 70 AD

      • is_parent μηχανή → machina → machine ·

        Greek μηχανή — mēkhanē: instrument, device, contrivance, means.Latin machina: machine, engine, apparatus, contrivance.Middle French machine → English machine.Th

        ↝ is_linked → Etymology of the word "machine"
      • is_parent Deus ex Machina ·

        In Greek theatre, a mēkhanē could be the stage apparatus that lifted a god into view.Hence: deus ex machina — the god from the machine.human construction → supe
      • is_parent Technē ·

        The machine begins not only with matter, but with know-how.Greek technē means skilled, rule-governed making.thought → technē → artifactBefore artificial agency
    • is_parent The Divine Workshop

      Greek mythology gives us an extraordinary laboratory of artificial beings.Athena represents intelligent making.Hephaestus represents the workshop in which artif

      ↝ echoes → Mythology :: Hephaistos ↝ echoes → Greece

      • is_parent Athena: Intelligence of Making ·

        Athena is associated with craft, weaving, strategy and intelligent production.She is not primarily the goddess of machines.She represents something more fundame
      • is_parent Hephaestus: When Artifacts Act

        With Hephaestus, myth moves from intelligent making toward artificial agency.His workshop contains self-moving devices and artificial attendants.The question ch

        ↝ echoes → Made by Hephaistos ↝ echoes → Mythology :: Hephaistos

        • is_parent Machine as Human 🔒 ·

          In the Iliad, Hephaestus is assisted by artificial golden maidens endowed with capacities associated with living persons.The ancient fantasy is already recogniz
        • is_parent Machine as Servant 🔒 ·

          One of the most persistent fantasies is delegation.The artificial being carries, assists, manufactures, obeys.labor → delegated labor → autonomous laborThe mach
        • is_parent Machine as Prosthesis 🔒 ·

          A machine need not imitate the whole human.It may instead extend a capacity.lever → forcevehicle → movementwriting → memorycomputer → calculationartificial agen
      • is_parent Yan Shi: The Artificial Human

        The Chinese Liezi tells of the artificer Yan Shi presenting King Mu with a human-like artificial performer.It walks. It sings. It performs.When its behavior bec

        ↝ echoes → China

        • is_parent Open the Black Box 🔒 ·

          apparently human → disassembly → mechanismThe story stages a remarkably durable question:What remains of the human when we open the box?
    • is_parent Machines in Our Image

      Artificial beings are not merely tools.They become surfaces onto which humans project desire, identity and self-understanding.

      ↝ echoes → The Story of Pygmalion and the Statue ↝ echoes → A prayer

      • is_parent Machine as Lover ·

        Pygmalion creates an ideal human form and falls in love with his creation.Venus / Aphrodite grants the statue life.The question is not merely:Can we reproduce a

        ↝ echoes → A kiss
      • is_parent Machine as Mirror ·

        Artificial beings force us to ask what supposedly distinguishes us.If it moves like us?If it speaks?If it remembers?If it desires?If it creates?If it learns?By
      • is_parent Machine as Double ·

        The artificial human is also a duplicate.A second body.A copy that may become difficult to distinguish from an original.The double turns technology into an iden

        ↝ echoes → carv'd in iv'ry a maid so fair
    • is_parent Machines at the Threshold

      Some artificial beings do not imitate us primarily as workers or companions.They stand between inside and outside.They decide who may approach, enter or survive

      • is_parent Machine as Protector ·

        Talos is the bronze guardian of Crete.He patrols the island and prevents outsiders from landing.human guard → artificial guard → tireless guardProtection has be
      • is_parent Machine as Weapon ·

        Talos also exposes the ambiguity of protection.The same autonomous force that protects one community threatens whoever approaches it.protector for us = weapon a
      • is_parent Guardian of the Threshold

        The guardian archetype is broader than the machine.Cherubim guard the Tree of Life.The Sphinx guards passage through a riddle.Talos guards an island.Artificial

        • is_parent The Sphinx and the CAPTCHA 🔒 ·

          The Sphinx:Prove that you know before I let you pass.The CAPTCHA:Prove that you are human before I let you pass.When machines learn to pass the test, the ancien
    • is_parent Machine as Oracle

      A machine can do more than move.It can contain knowledge unavailable to its operators.The mythical Argo gives us an extraordinary example.

      ↝ echoes → The Antikythera mechanism

      • is_parent Athena + Argus + Dodona → Argo ·

        Argus builds the ship.Athena contributes divine technē.She installs a special beam from the sacred oak of Dodona, a site of divination.The resulting architectur
      • is_parent When the Argo Speaks ·

        In the Argonautica, the Argo itself cries out and urges the heroes to depart.Elsewhere the sacred beam communicates information and guidance.The artifact posses
      • is_parent An Intelligent Artifact?

        The Argo is more than a passive object.It speaks.It advises.It carries privileged information.It is therefore a remarkably early imagination of intelligence emb

        • is_parent But the Argo Does Not Learn 🔒 ·

          The distinction is crucial.The Argo possesses knowledge.But its defining capacities are installed, not acquired through experience.A machine containing knowledg
    • is_parent The Word Becomes Agent

      The Golem introduces another extraordinary structure:matter + symbolic information → agent

      ↝ echoes → Artefact of the day: The Golem

      • is_parent Machine as Programmed Being ·

        In Jewish traditions, an artificial human may be formed from inorganic matter through esoteric knowledge.Later popular versions emphasize sacred names, letters
      • is_parent A Historical Warning: Prague ·

        Myths themselves have histories.The famous association between Rabbi Loew, Prague and a protective Golem is much later than Rabbi Loew himself.The familiar Prag

        ↝ echoes → גֹּלֶם
      • is_parent Machine as Uncontrolled Creation

        The servant is useful only while its behavior remains inside the creator's intentions.creation → autonomy → unpredictability → fearThe question becomes:Can the

        • is_parent Machine as Monster 🔒 ·

          The monster violates categories:object / subjectdead / alivenatural / artificialtool / agentcontrolled / autonomousThe frightening machine makes the boundary it
    • is_parent A Mythological Bestiary of Machines

      Human — Can we manufacture ourselves?Servant — Can we delegate labor?Prosthesis — Can we extend ourselves?Lover — Can we manufacture intimacy?Protector — Can we

      ↝ echoes → Maschinenmensch

      • is_parent One Archetype Is Still Missing ·

        The golden maidens can act.Talos can guard.Pygmalion's statue can live.The Golem can obey.The Argo can advise.But their defining abilities are generally given t
      • is_parent What Is a Learning Machine? ·

        A traditional machine is built in a particular state and executes a structure provided by its maker.A learning system differs in one decisive respect:its encoun
      • is_parent Two Histories

        LEARNINGmythinitiationmemoryimitationassociationconditioningadaptationMACHINEmythtechnēautomatamechanismcalculationprogrammabilitycomputationLEARNING + MACHINE

        • is_parent The Persistent Question 🔒 ·

          The history of machines is also the history of what humans have wished to externalize.strengthmovementmemoryjudgmentcompanionshipagencylearning
    • is_parent In Our Image

      We first imagined machines as versions of ourselves.Then we built machines that extended parts of ourselves.Eventually we built machines capable of modifying th

      ↝ echoes → Pygmalion :: a summary ↝ echoes → A divine intervention

      • is_parent Discussion ·

        Which archetype best describes your smartphone?Which describes a large language model?Which describes an autonomous vehicle?Which describes social media?Which d
      • is_parent Textual Anchors

        Primary traditions worth returning to: Homer, Iliad XVIII; Apollonius Rhodius, Argonautica; Ovid, Metamorphoses X; the received Liezi; Jewish Golem traditions.

        • is_parent Golem 🔒 ·

          Argo: speaking Dodonian timber embedded in Athena's ship.Talos: bronze guardian of Crete.Pygmalion: desired artificial human brought to life.Golem: artificial h

          ↝ echoes → Automata attributed to Ἥφαιστος
  • is_parent Alles ist Zahl!

    Pythagoras, Latin numerals, Invention of Zero, Leibniz, Decimal / Binary / Hexadecimal Codes, int8 / fp16 / bf16 &c.

    • is_parent Pythagoras's Claim ·

      “All is number.” (πάντα αριθμός) — attributed to Pythagoras, 6th century BCE.For Pytha

      ↝ is_linked → Tetractys of Pythagoras
    • is_parent Why It Mattered ·

      Here is the thread we will follow: a number can be written down in many different ways — and the way you write it changes what you can do with it.That was

      ↝ is_linked → What Is Representation ↝ is_linked → Etymology of the word "represent"
    • is_parent Counting Before Zero ·

      Rome counted like this: I, V, X, L, C, D, M.No zero. No place value — the position of a symbol barely matters, only which symbols appear and in what combi

      ↝ is_linked → Etymology of the word "digit"
    • is_parent An Older Theorem ·

      Centuries before Pythagoras, the Baudhayana Sulba Sutra (India, c. 800 BCE) already states the same relationship between the sides of a right triangle.The mathe
    • is_parent The Missing Symbol ·

      Every numeral system so far shares the same gap: no symbol for nothing.Without a zero, there is no clean way to write a number as a position-dependent code &mda
    • is_parent The Invention of Zero ·

      Zero emerges independently more than once: among the Maya of Mesoamerica, and in India, where the mathematician Brahmagupta (7th century CE) is the first to giv

      ↝ is_linked → Algorithm ↝ is_linked → What Is Algorithm
    • is_parent Zero Reaches Europe ·

      In 1202, Leonardo of Pisa — better known as Fibonacci — publishes Liber Abaci, introducing Hindu-Arabic numerals (zero included) to European merchan
    • is_parent Positional Notation ·

      Here is the real leap: the same ten symbols, re-used, mean something different depending on where they sit.106 and 160 use identical digits. Position alone carr
    • is_parent Leibniz's Dream ·

      Gottfried Wilhelm Leibniz takes positional notation somewhere further: in 1703, he formally describes arithmetic in base 2 — binary.He was reportedly deli

      ↝ is_linked → G.W.Leibniz (*AD1646 - † AD1716) ↝ is_linked → The Man in the High Castle (1962) ↝ is_linked → Gottfried W. Leibniz (c. 1646 c. 1716) ↝ is_linked → ↝ is_linked → Stepped reckoner ↝ is_linked → Leibniz wheel ↝ is_linked → Baroquepunk, Steampunk & co. ↜ is_linked ← Interlude: Pascal, Leibniz, and the Baro
    • is_parent Why Base Two? ·

      Binary is just another positional system — base 2 instead of base 10. Only two symbols: 0 and 1.That turns out to be the whole point. Building a reliable
    • is_parent From Numbers to Logic ·

      George Boole (1854) notices that 0 and 1 can represent more than quantity — they can represent truth: false and true.Boolean algebra — AND, OR, NOT
    • is_parent Bits, Bytes, and Beyond ·

      One binary digit is a bit. Group eight of them and you get a byte — 256 possible values.Hexadecimal (base 16) exists purely as a convenience: one hex digi

      ↝ is_linked → Classifiers
    • is_parent A New Question ·

      So far: how a culture chooses to write a number. Now: how a machine chooses to store one — and why, in a modern AI system, that choice is no longer a hist
    • is_parent Integers vs Floats ·

      Integer formats store whole numbers exactly. int8: one byte, 256 distinct values — typically -128 to 127.Floating-point formats trade some of that exactne
    • is_parent f16 vs bf16 ·

      Both fp16 and bf16 use 16 bits total — half the size of ordinary fp32 — but split those bits differently.fp16 (IEEE half precision): 1 sign + 5 expo
    • is_parent Why int8 for Inference ·

      Models are usually trained in fp16, bf16, or fp32 — the precision that stability during training needs.Once trained, they are often quantized down to int8
    • is_parent Case Study: NVIDIA Jetson Orin ·

      Take a real, current piece of edge-AI hardware: NVIDIA's Jetson AGX Orin (64GB module).NVIDIA's own published figure: up to 275 TOPS (trillion operations per se
    • is_parent Closing: Same Question, New Stakes ·

      Pythagoras claimed number was the hidden structure of reality.Three thousand years later, the question "what exactly is this number, and how many bits does it c
  • is_parent Cogs, Steam, Algorithm 🔊

    In which the reader is asked, quite simply, What is an Algorithm? — and finds the answer rather older, and rather stranger, than expected.Being an account

    • is_parent Question of the Day ·

      Question of the day: What is an algorithm?You already use the word casually — "the algorithm" recommends your videos, "the algorithm" decides your feed. B
    • is_parent First Thoughts ·

      Turn to the person next to you. Two minutes, no googling.Together, try to answer: what is an algorithm? Give one example each, if you can.Don't worry about bein
    • is_parent Watch: Early Computing ·

      Before the word, there were the machines. Crash Course Computer Science #1: Early Computing — from the abacus to Herman Hollerith's punch cards.
    • is_parent What Did You Notice? ·

      What surprised you?Notice how many of these — the abacus, Pascal's calculator, the Jacquard loom, Babbage's engines — are not computers in our sense
    • is_parent From Cogs to Concept ·

      Strip away the brass gears, the steam, the punch cards — what's left in each of those machines is the same abstract thing: a precise, repeatable sequence
    • is_parent A Working Definition ·

      An algorithm is a finite, well-defined sequence of steps that transforms a given input into a desired output.Finite — it has to actually end, eventually.W
    • is_parent An Everyday Algorithm ·

      You run algorithms all the time without a computer in sight.A recipe: fixed steps, specific ingredients (input), a finished dish (output).Long division, tying y
    • is_parent Older Than Computers ·

      Euclid described an algorithm for finding the greatest common divisor of two numbers around 300 BCE — still taught today, still called Euclid's algorithm.
    • is_parent Second Thoughts ·

      Back to your partner. Compare: how close was your first guess to the definition we just built together?This time, try to name an algorithm from your own daily l
    • is_parent Where Does the Word Come From? ·

      "Algorithm" doesn't come from Greek, like most technical vocabulary in mathematics. It comes from a name.Whose?
    • is_parent Watch: Why Algorithms Are Called Algorithms ·

      A short answer, in under three minutes — BBC Ideas: Why algorithms are called algorithms.
    • is_parent Al-Khwarizmi and the Birth of a Word ·

      Muhammad ibn Musa al-Khwarizmi, a 9th-century Persian scholar working in Baghdad's House of Wisdom, wrote a treatise on systematic methods for solving equations

      ↝ is_linked → House of Wisdom of Baghdad ↝ is_linked → Muhammad ibn Musa al-Khwarizmi (c. 780 - ↝ is_linked → "an algorithm" to solve quadratic equati
    • is_parent Interlude: Pascal, Leibniz, and the Baroque ·

      Rewind two centuries. Long before Babbage, long before steam, the same ancient appetite for mechanizing the mind was already stirring — in the Baroque.In

      ↝ is_linked → Baroquepunk, Steampunk & co. ↝ is_linked → Blaise Pascal (1623 - 1662) ↝ is_linked → Pascaline (mechanical calculator) ↝ is_linked → Gottfried W. Leibniz (c. 1646 c. 1716) ↝ is_linked → Leibniz wheel ↝ is_linked → Leibniz's Dream
    • is_parent Closing: What's Next ·

      Today: a definition, a history, a name.Next week: Alan and his Enigma — the story of Alan Turing, his machine(s), and his test(s).We'll meet the Turing ma

      ↝ is_linked → Alan and his Enigma
    • is_parent Steam and the Jacquard Loom ·

      By the early 1800s, the Industrial Revolution had already proven something remarkable: steam and gearwork could replace human muscle at scale.Joseph-Marie Jacqu

      ↝ is_linked → Jacquard Loom (c. 1801)
    • is_parent Charles Babbage's Engines ·

      Charles Babbage (1791–1871) — mathematician, philosopher, mechanical engineer, and by most accounts a thoroughly restless Victorian gentleman.His Di

      ↝ is_linked → Charles Babbage (1791 - 1871)
    • is_parent Ada Lovelace, the First Programmer ·

      Augusta Ada King, Countess of Lovelace (1815–1852), daughter of Lord Byron, was trained rigorously in mathematics from childhood — and became Babbag

      ↝ is_linked → Augusta Ada King, Countess of Lovelace (
    • is_parent One More Name: George Boole ·

      One more figure worth knowing, even briefly: George Boole (1815–1864), who in 1854 published The Laws of Thought — reducing logical reasoning itself

      ↝ is_linked → George Boole (1815 - 1864)
  • is_parent Unplugged #0 ·
  • is_parent Alan and his Enigma ·

    The story of Alan Matthison Turing, his machine(s) and his test(s)

    ↜ is_linked ← Closing: What's Next
  • is_parent Claude, Marvin, John &c. ·

    From information theory to Darmouth conference
  • is_parent Machine Learning #0 🔒 ·

    Features, Classifiers, Decision Trees, Random Forests, Training & Testing, 
  • is_parent The Latent Space 🔒 ·

    N-dimensional Spaces, Semantic Spaces, Feature Spaces, Embeddings
  • is_parent Unplugged #1 🔒 ·
  • is_parent The Omega Point 🔒 ·

    The Chrismas talk on Noosphere, Datasphere, Infosphere, Singularity, Novacene &c.
  • is_parent Language models 🔒 ·

    Large & Small Language Models
  • is_parent Artificial Agents 🔒 ·

    Agentic AI
  • is_parent Central Problem of AI ethics 🔒 ·

    Central Problem of Roboethics, Alignment
  • is_parent Human-Machine Peer Learning 🔒 ·

    Humans and machines can learn togetherMachines and humans can learn with each other