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Vektor-Suche & Large Language Models

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Suche

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Filme BEISPIEL!

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BEISPIEL!

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Sherlock

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Volltext-Suche

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Wort, Wort, Wort, …

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Synonyme

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Detektiv Ermittler

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Sherlock Holmes

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Lampe Leuchte

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Ranking

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5x 2x

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Filter

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Jahr 2003

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Detektiv, London

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zwei Männer untersuchen Kriminalfälle in London, historisch

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FAILED!

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Stichworte

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Kein Kontext

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Keine Zusammenhänge

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Keine Ergebnisse!

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Suche?

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Vektor Datenbanken

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Vektor

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1 Eigenschaft

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1 Dimension

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0,0 … 1,0

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[ 0,95 ]

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[ 0 ... 0,5 ... 1 ] Krimi?

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[ 0 ... 0,5 ... 1 ] Krimi?

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[ 0 ... 0,5 ... 1 ] Krimi?

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[ 0 ... 0,5 ... 1 ] Krimi?

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[ 0 ... 0,5 ... 1 ] Krimi? Entfernung = Ähnlichkeit

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Vektor

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2 Eigenschaften

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2 Dimensionen

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[ 52.52, 13.40 ]

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[ 52.520, 13.404 ]

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Entfernung = Ähnlichkeit

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Vektor

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n Dimensionen

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n Eigenschaften

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Krimi 0,99 Action 0,54 Drogen 0,21 Historisch 0,68 Spielt-in-UK 0,89 Schnelle-Autos 0,05 Zwerge 0,0001 …… ……

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[ 0,99 0,54 0,21 0,68 0,89 0,05 0,0001 ] 7 Dimensionen

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Dimensionen

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Slide 63

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Slide 64

Slide 64 text

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Vektor-DB, SaaS, API

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Vektor-DB, OS, SaaS/Docker

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Vektor?

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Manuelle Klassifizierung

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[ 0 ... 0,5 ... 1 ] Krimi?

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Machine Learning

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Large Language Models

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GPT

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StableLM

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Vektoren Embeddings

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Sherlock Holmes und sein unerschütterlicher Partner Watson führen einen erbitterten Kampf gegen einen Erzfeind, dessen Verschwörung eine Bedrohung für ganz England darstellt.

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Sherlock Holmes und sein unerschütterlicher Partner Watson führen einen erbitterten Kampf gegen einen Erzfeind, dessen Verschwörung eine Bedrohung für ganz England darstellt. Krimi Detektiv

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Sherlock Holmes und sein unerschütterlicher Partner Watson führen einen erbitterten Kampf gegen einen Erzfeind, dessen Verschwörung eine Bedrohung für ganz England darstellt. 2 Männer

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Sherlock Holmes und sein unerschütterlicher Partner Watson führen einen erbitterten Kampf gegen einen Erzfeind, dessen Verschwörung eine Bedrohung für ganz England darstellt. Europa UK London

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Slide 81

Slide 81 text

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Slide 82

Slide 82 text

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Slide 83

Slide 83 text

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Slide 84

Slide 84 text

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Suche?

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zwei Männer untersuchen Kriminalfälle in London, historisch Better Vector Movie DB

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Entfernung!

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Slide 90

Slide 90 text

M ATH EM ATIK!

Slide 91

Slide 91 text

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Slide 92

Slide 92 text

Ranking

Slide 93

Slide 93 text

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0.108, 0.790 ] 1 2 3

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zwei Männer untersuchen Kriminalfälle in London, historisch

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D EM O !

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Bonus

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Prompting

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Die Suchanfrage nach einem Film lautet: "<< Suche >>" Beantworte die Suchanfrage.

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Gegeben sei ein Film mit der folgenden Handlung: ------ << Handlung / Plot >> ------ Und eine Suchanfrage: "<< Suche >>" Du bist ein begeisterter Film-Fan und Film-Kritiker. Formuliere ganze Sätze und verwende keine Vermutungen. Beginne mit "Dieser Film könnte Dir gefallen, weil"

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Gegeben sei ein Film mit der folgenden Handlung: ------ Der Detektiv Sherlock Holmes und sein unerschütterlicher Partner Watson führen einen erbitterten Kampf gegen einen Erzfeind, dessen Verschwörung eine Bedrohung für ganz England darstellt. ------ Und eine Suchanfrage: "zwei Männer untersuchen Kriminalfälle in London, historisch" Du bist ein begeisterter Film-Fan und Film-Kritiker. Formuliere ganze Sätze und verwende keine Vermutungen. Beginne mit "Dieser Film könnte Dir gefallen, weil"

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Dieser Film könnte Dir gefallen, weil er die faszinierende Geschichte von zwei Männern erzählt, die in London historische Kriminalfälle untersuchen. Du wirst in die Welt des Detektivs Sherlock Holmes und seines treuen Partners Watson eingeführt, während sie einen erbitterten Kampf gegen ihren Erzfeind führen. Die Handlung des Films ist mit Spannung und Intrigen gefüllt, da Holmes und Watson eine Verschwörung aufdecken müssen, die eine Bedrohung für ganz England darstellt. Tauche ein in das viktorianische London und erlebe mit, wie Holmes' brillanter Verstand und Watsons Unterstützung sie zu fesselnden Lösungen führen. Die historische Kulisse, die cleveren Ermittlungen und die intensive Atmosphäre machen diesen Film zu einem mitreißenden Kriminaldrama, das Dich in seinen Bann ziehen wird.

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ChatGPT

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Gegeben sei ein Film mit der folgenden Handlung: ------ << Handlung / Plot >> ------ Und eine Suchanfrage: "<< Suche >>" Du bist ein begeisterter Film-Fan und Film-Kritiker. Formuliere ganze Sätze und verwende keine Vermutungen. Beginne mit "Dieser Film könnte Dir gefallen, weil"

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Gegeben sei ein Film mit der folgenden Handlung: ------ Als Barbie aus ihrer Heimat Barbieland verbannt wird, weil sie nicht perfekt genug ist, reist sie mit Ken in die reale Welt. In dieser ganz neuen Umgebung warten allerdings nicht nur positive Erfahrungen auf die beiden - es lauern auch Gefahren. Barbie erkennt auf ihrer Reise allerdings auch, was echte Perfektion ist und dass man die nicht am Aussehen festmacht, sondern nur im Inneren finden kann. Hautdarsteller: Ryan Gosling, Margot Robbie ------ Und eine Suchanfrage: "Barbie mit Ryan Gosling als Ken" Du bist ein begeisterter Film-Fan und Film-Kritiker. Formuliere ganze Sätze und verwende keine Vermutungen. Beginne mit "Dieser Film könnte Dir gefallen, weil"

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Dieser Film könnte Dir gefallen, weil er eine unterhaltsame Geschichte bietet, die die Botschaft von Schönheit und Perfektion auf authentische Weise anspricht. Mit Ryan Gosling als Ken und Margot Robbie als Barbie sind talentierte Schauspieler an Bord, die das Publikum mit ihrem Charme und ihrer Darstellungskunst begeistern können. Die Reise der beiden Hauptfiguren von Barbieland in die reale Welt verspricht spannende Abenteuer und lässt uns über die Bedeutung von äußerer und innerer Schönheit nachdenken. Die Botschaft, dass wahre Perfektion im Inneren zu finden ist, vermittelt eine wichtige Lektion für Zuschauer jeden Alters. Der Film bietet eine Mischung aus Fantasie, Romantik und Action, die für ein breites Publikum ansprechend sein könnte.

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Ausflugsziele

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Du bist Tourismusexperte für Bayern. Beantworte die Frage "Wie weit ist eine Bratwurstbude vom Hbf in Nürnberg entfernt?" mithilfe des folgenden Kontexts: ------------------------- Titel: "Sechs mit Kraut, bitte!": Das Bratwurstglöcklein im Handwerkerhof in Nürnberg Name des Ausflugsziels: Bratwurstglöcklein Stadt oder Ort: Nürnberg Beschreibung: Nur wenige Schritte vom Hauptbahnhof in Nürnberg entfernt befindet sich das Bratwurstglöcklein. Nächstgelegener Bahnhof: Hauptbahnhof Nürnberg Wenige Schritte Richtung Norden vom Nürnberger Hautbahnhof entfernt wartet eine andere Welt. Sobald man das Tor des Handwerkerhofs hinter sich gelassen hat, schlucken dicke Sandsteinmauern den Lärm der Stadt. Fachwerkhäuser reihen sich aneinander, es duftet nach Gegrilltem: original Nürnberger Rostbratwürste. Im „Bratwurstglöcklein“ [https:/ /die-nuernberger-bratwurst.de/] werden sie zu guten Preisen nach historischem Vorbild auf Zinntellern in Glockenform serviert. Aktuelle Infos, die Speisekarte und die Öffnungszeiten finden Sie hier. [https:/ /die-nuernberger-bratwurst.de/] -------------------------

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Das Bratwurstglöcklein befindet sich nur wenige Schritte vom Hauptbahnhof in Nürnberg entfernt im Handwerkerhof. Es ist also sehr nahe gelegen und gut zu Fuß erreichbar.

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Ausflugsziele

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Du bist Tourismusexperte für Bayern. Beantworte die Frage "wo ist der schönste Biergarten?" mithilfe des folgenden Kontexts: ------------------------- Titel: Unter alten Kastanien: Der Biergarten des Hacklberger Bräustüberls in Passau Name des Ausflugsziels: Hacklberger Bräustüberl in Passau Stadt oder Ort: Passau Beschreibung: Man stelle Biertischgarnituren in den Schatten alter Kastanien, serviere Bier und herzhafte Gerichte – fertig ist das perfekte Idyll im Hacklberger Bräustüberl Passau. Nächstgelegener Bahnhof: Hauptbahnhof Passau Man stelle klassische Biertischgarnituren in den Schatten alter Kastanien, serviere gut gekühlten Gerstensaft und herzhafte Gerichte – fertig ist das perfekte bayerische Idyll. Im Biergarten des Hacklberger Bräustüberls [https:/ /www.hacklberger-braeustueberl.de] gibt es in deftiges Weißwurstfrühstück, anschließend leckere Mittagsangebote und kleine „Bräustüberl-Tapas“ wie Mini-Grammelknödel mit schwarzem Radi. Danach müssen Sie nur die Schanzlbrücke passieren und entlang der Donau zum Bahnhof spazieren, wo Sie dann satt und zufrieden in den Zug nach Hause steigen können. Aktuelle Infos, Preise und Öffnungszeiten finden Sie hier. [https:/ /www.hacklberger-braeustueberl.de] -------------------------

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Der schönste Biergarten in Passau befindet sich im Hacklberger Bräustüberl. Unter alten Kastanienbäumen können Besucher hier Biertischgarnituren nutzen und sich von herzhaften Gerichten und gut gekühltem Bier verwöhnen lassen. Der Biergarten bietet ein perfektes bayerisches Idyll und lädt zum Verweilen ein. Neben einem deftigen Weißwurstfrühstück gibt es auch leckere Mittagsangebote und kleine "Bräustüberl-Tapas" wie Mini-Grammelknödel mit schwarzem Radi. Nach dem Besuch des Biergartens können Sie die Schanzlbrücke überqueren und entlang der Donau zum Hauptbahnhof Passau spazieren, um von dort bequem nach Hause zu fahren.

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Keine Texte?

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Multi-Modal

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Demo

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fast cars schnelle autos швидкісні автомобілі voitures rapides

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300 Tokens ~ 100 Wörter 10k Texte = 1$ 100k Suchen = 1$

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THE END.