Riconoscimento e Machine Learning
START
Gatto FedericoMattia Meinero
INDICE
Video
Cos'è il Machine Learning?
Il nostro progetto
Text + icons
LLM
Audio
Contextualize Your Topic with a Subtitle
Codice
Embedded content
Interactive question
Timeline
Problemi riscontrati
Conclusions
Closure
List / process
MACHINE LEARNING
La base dell'IA
l machine learning (ML) è un ramo dell’intelligenza artificiale che permette ai computer di imparare dai dati e migliorare le proprie prestazioni senza essere programmati in modo esplicito. Analizzando grandi quantità di informazioni, il sistema è in grado di riconoscere schemi e fare previsioni o decisioni su nuovi dati in modo autonomo.
CHEF AI
Lo chef del futuro
Il nostro obbiettivo era quello di fare riconosce all'intelligenza artificiale degli alimenti tramite immagine e in seguito fargli fare una ricetta.Per svolegere questo progetto noi abbiamo usato il sito Teachable machine
LLM
Cos'è
Come funziona
Un Large Language Model (LLM), un tipo di intelligenza artificiale addestrata su una quantità enorme di testo per comprendere e generare il linguaggio umano.
Si basa sull'architettura Transformer e imparando a predire la parola successiva più probabile in una frase. Analizzando miliardi di esempi testuali, l'LLM acquisisce una profonda conoscenza della grammatica, del contesto e della semantica.
CODICE
Il nostro codice riconosce vari ingredienti per poi generare una ricetta fatta dall'intelligenza artificiale collegata ad un server LLM
Caricamento modello Teachable Machine
Carica un modello Teachable Machine tramite gli URL di model.json (rete neurale) e metadata.json (nomi classi). Il modello viene salvato in model e getTotalClasses() restituisce il numero di classi riconoscibili.
Configurazione Webcam
Inizializza la webcam con dimensioni 640x480 e opzione flip (specchio). `setup()` chiede il permesso di accesso alla webcam, mentre `play()` la avvia per mostrare il video in tempo reale.
Sostituzione Canvas
Inizializza la webcam con dimensioni 640x480 e opzione flip (specchio). `setup()` chiede il permesso di accesso alla webcam, mentre `play()` la avvia per mostrare il video in tempo reale.
Studio del codice
Test del progetto
Addestramento della macchina
Creazione della presentazione
20XX
20XX
You can add interactivity toyour timeline.
Subtitle here
Subtitle here
20XX
The important thing is that everything fitsthe theme.
Also animations to make it fun.
Subtitle here
20XX
Telling stories with order and hierarchyis essential.
And leave your audience speechless.
Subtitle here
Contextualize Your Topic with a Subtitle
20XX
20XX
Icons are alwaysgood allies.
Subtitle here
SUBTÍTULO AQUÍ
Use visuals inyour presentation...
Contextualize Your Topic with a Subtitle
WRITE A SUBTITLE
Graphics are highly shareable, making them ideal for social media. And as if that weren't enough, they usually generate high-quality traffic to the content we create.
Use tablesand infographics
WRITE A SUBTITLE
Visual communication is a key tool. It is easier for us to 'read' images than to read written text. That is why disciplines like Visual Thinking facilitate visually rich note-taking through the use of images, graphs, infographics, and simple drawings.
Contextualize Your Topic with a Subtitle
+INFO
01
02
03
TITLE HERE
TITLE HERE
TITLE HERE
SUBTITLE HERE
SUBTITLE HERE
SUBTITLE HERE
Contextualize Your Topic with a Subtitle
We are visual beings. We are capable of understanding images from millions of years ago, even from other cultures.
Narrative beings. We tell thousands and thousands of stories. 2/3 of our conversations are stories.
Social beings. We need to interact with each other. Welearn collaboratively.
TITLE HERE
TITLE HERE
03
01
SUBTITLE HERE
SUBTITLE HERE
Social beings. We need to interact with each other. We learn collaboratively.
We are visual beings. We are able to understand images from millions of years ago, even from other cultures.
Contextualize Your Topic with a Subtitle
TITLE HERE
TITLE HERE
04
02
SUBTITLE HERE
SUBTITLE HERE
Digital beings. We avoid being part of the content saturation in the digital world.
Narrative beings. We tell thousands and thousands of stories. 2/3 of our conversations are stories.
Contextualize Your Topic with a Subtitle
+INFO
Insert a cool video for your presentation
TITLE HERE
TITLE HERE
Make your audience remember the message
Generate experiences with your content.
TITLE HERE
TITLE HERE
Has an amazing effect. Very WOW.
Activate and amaze your audience.
Contextualize Your Topic with a Subtitle
TITLE HERE
TITLE HERE
It has a WOW effect. Very WOW.
Activate and amaze your audience
Contextualize Your Topic with a Subtitle
TITLEHERE
TITLEHERE
TITLEHERE
TITLEHERE
Set up aflow throughthe content.
Define secondary messages with interactivity.
Hierarchize and givevisual weight tothe main element.
Planning the structureof your communication.
Embedded content
Map
Social Media
Contextualize Your Topic with a Subtitle
Music
Interactive question
Write an awesome subtitle
Contextualize Your Topic with a Subtitle
Contextualize Your Topic with a Subtitle
Conclusions
A great presentation...
- Represent data with graphics
- Use timelines
- It is animated and interactive
- Excites the brain
- DO NOT exceed with bullet points
- Is clear and structured
- Tells stories hierarchically
- Matches your audience
- Adapts fonts and colors to the theme
- Includes images and entertains
Describe the problem you’re going to resolve and, above all, the reason why your idea is interesting
THANK YOU!
With this function...
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!
XXXX
You can add additional content that excites the minds of your audience: videos, images, links, interactivity... Whatever you want!
Tip:
The emotional connection or engagement with your content increases when you manage to make your audience identify with the message you want to transmit.
Did you know that...
We retain 42% more information when the content moves? It may be the most effective resource to capture your audience's attention.
Did you know...
In Genially you will find more than 1,000 templates ready to pour your content and 100% customizable, that will help you tell your stories.
Tip:
Interactivity is the key element to capture the interest and attention of your audience. A genially is interactive because your audience explores and engages with it.
Watch out!
In Genially we use AI (Awesome Interactivity) in all our designs, so that you level up with interactivity and turn your content into something that adds value and hooks.
Write an awesome headline
Contextualize your topic with a subtitle
What you are reading: interactivity and animation can make the most boring content become something fun. In Genially, we use AI (Awesome Interactivity) in all our designs, so that you level up with interactivity and turn your content into something that adds value and engages.When giving a presentation, there are two objectives to pursue: conveying information and avoiding yawns. To achieve this, it may be a good practice to create an outline and use words that will be etched into the brains of your audience.
With Genially templates, you can include visual resources to leave your audience in awe. You can also highlight specific phrases or data that will be engraved in the memory of your audience and even embed external content that surprises: videos, photos, audios... Whatever you want!Do you need more reasons to create dynamic content? Well: 90% of the information we assimilate comes to us through sight, and we retain 42% more information when thecontent moves.
With this function...
You can add additional content that excites the brain of your audience: videos, images, links, interactivity... Whatever you want!
Did you know...
The window allows you to add more extensive content. You can enhance your genially by incorporating PDFs, videos, text... The content of the window will appear when clicking on theinteractive element.
Write an awesome headline
A great presentation...
- Represent data with graphics.
- Use timelines.
- It's animated and interactive.
- Excite the brain through multimedia elements.
- DO NOT exceed with bullet points 🙃.
- It is clear and structured
- It tells stories hierarchically.
- It matches your audience.
- It adapts fonts and colors to the theme.
- It includes images and entertains.
XXXX
Did you know that... We retain 42% more information when the content moves? It is perhaps the most effective resource to capture the attention of your audience.
XXXX
Did you know that... We retain 42% more information when the content is moving? It is perhaps the most effective resource to capture your audience's attention.
With this function...
With this function... You can add additional content that excites your audience's brain: videos, images, links, interactivity...Whatever you want!
Tip:
Interactivity is the key element to capture the interest and attention of your audience. A genially is interactive because your audience explores and interacts with it.
XXXX
¡Beware! In Genially, we use AI (Awesome Interactivity) in all our designs, so you can level up with interactivity and transform your content into something that adds value and hooks.
Did you know that...
In Genially you will find over 1,000 templates ready to showcase your content and 100% customizable, which will help you tellyour stories?
Did you know...
We retain 42% more information when the content moves? It is perhaps the most effective resource to capture the attention of your audience.
XXXX
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!
Did you know...
In Genially you will find more than 1,000 templates ready to pour your content and 100% customizable, that will help you tell your stories.
XXXX
Warning! In Genially we use AI (Awesome Interactivity) in all our designs, so you can level up with interactivity and turn your content into something that adds valueand engages.
Studio del codice
La prima cosa che abbiamo fatto è stata studiare il codice che ci è stato fortinto dal Prof.Il codice è scritto con HTML e JavaScript e serve per "collegare" il modello creato su teachable ad un interfaccia grafica.
Addestramento della machina
In seguito abbiamo usato Teachable Machine per creare il modello che serve al nostro "Chef" per riconoscere i vari alimenti da abbinare per creare la ricetta. Il riconoscimento degli alimenti viene fatto tramite la webcam connessa al PC.
Test del progetto
Dopo aver addestrato il modello abbiamo fatto un test alla "Fiera della Zucca" di Zuccarello.Il test è andato molto bene, il nostro lavoro è stato apprezzato si da bambini che da adulti.Per renderlo più interattivo poco prima della fiera abbiamo deciso di affiancarci il robot NAO per accogliere i visitatori.
Creazione della presentazione
Come ultima cosa abbiamo creato una presentazione usando genially.Nella presentazione abbiamo cercato di spiegare il percorso che abbiamo fatto in queste settimane.La presentazione servira per un esposizione finale a cui seguira una valutazione data dal Prof.
Riconoscimento e Machine Learning
mattiafm17
Created on October 13, 2025
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Transcript
Riconoscimento e Machine Learning
START
Gatto FedericoMattia Meinero
INDICE
Video
Cos'è il Machine Learning?
Il nostro progetto
Text + icons
LLM
Audio
Contextualize Your Topic with a Subtitle
Codice
Embedded content
Interactive question
Timeline
Problemi riscontrati
Conclusions
Closure
List / process
MACHINE LEARNING
La base dell'IA
l machine learning (ML) è un ramo dell’intelligenza artificiale che permette ai computer di imparare dai dati e migliorare le proprie prestazioni senza essere programmati in modo esplicito. Analizzando grandi quantità di informazioni, il sistema è in grado di riconoscere schemi e fare previsioni o decisioni su nuovi dati in modo autonomo.
CHEF AI
Lo chef del futuro
Il nostro obbiettivo era quello di fare riconosce all'intelligenza artificiale degli alimenti tramite immagine e in seguito fargli fare una ricetta.Per svolegere questo progetto noi abbiamo usato il sito Teachable machine
LLM
Cos'è
Come funziona
Un Large Language Model (LLM), un tipo di intelligenza artificiale addestrata su una quantità enorme di testo per comprendere e generare il linguaggio umano.
Si basa sull'architettura Transformer e imparando a predire la parola successiva più probabile in una frase. Analizzando miliardi di esempi testuali, l'LLM acquisisce una profonda conoscenza della grammatica, del contesto e della semantica.
CODICE
Il nostro codice riconosce vari ingredienti per poi generare una ricetta fatta dall'intelligenza artificiale collegata ad un server LLM
Caricamento modello Teachable Machine
Carica un modello Teachable Machine tramite gli URL di model.json (rete neurale) e metadata.json (nomi classi). Il modello viene salvato in model e getTotalClasses() restituisce il numero di classi riconoscibili.
Configurazione Webcam
Inizializza la webcam con dimensioni 640x480 e opzione flip (specchio). `setup()` chiede il permesso di accesso alla webcam, mentre `play()` la avvia per mostrare il video in tempo reale.
Sostituzione Canvas
Inizializza la webcam con dimensioni 640x480 e opzione flip (specchio). `setup()` chiede il permesso di accesso alla webcam, mentre `play()` la avvia per mostrare il video in tempo reale.
Studio del codice
Test del progetto
Addestramento della macchina
Creazione della presentazione
20XX
20XX
You can add interactivity toyour timeline.
Subtitle here
Subtitle here
20XX
The important thing is that everything fitsthe theme.
Also animations to make it fun.
Subtitle here
20XX
Telling stories with order and hierarchyis essential.
And leave your audience speechless.
Subtitle here
Contextualize Your Topic with a Subtitle
20XX
20XX
Icons are alwaysgood allies.
Subtitle here
SUBTÍTULO AQUÍ
Use visuals inyour presentation...
Contextualize Your Topic with a Subtitle
WRITE A SUBTITLE
Graphics are highly shareable, making them ideal for social media. And as if that weren't enough, they usually generate high-quality traffic to the content we create.
Use tablesand infographics
WRITE A SUBTITLE
Visual communication is a key tool. It is easier for us to 'read' images than to read written text. That is why disciplines like Visual Thinking facilitate visually rich note-taking through the use of images, graphs, infographics, and simple drawings.
Contextualize Your Topic with a Subtitle
+INFO
01
02
03
TITLE HERE
TITLE HERE
TITLE HERE
SUBTITLE HERE
SUBTITLE HERE
SUBTITLE HERE
Contextualize Your Topic with a Subtitle
We are visual beings. We are capable of understanding images from millions of years ago, even from other cultures.
Narrative beings. We tell thousands and thousands of stories. 2/3 of our conversations are stories.
Social beings. We need to interact with each other. Welearn collaboratively.
TITLE HERE
TITLE HERE
03
01
SUBTITLE HERE
SUBTITLE HERE
Social beings. We need to interact with each other. We learn collaboratively.
We are visual beings. We are able to understand images from millions of years ago, even from other cultures.
Contextualize Your Topic with a Subtitle
TITLE HERE
TITLE HERE
04
02
SUBTITLE HERE
SUBTITLE HERE
Digital beings. We avoid being part of the content saturation in the digital world.
Narrative beings. We tell thousands and thousands of stories. 2/3 of our conversations are stories.
Contextualize Your Topic with a Subtitle
+INFO
Insert a cool video for your presentation
TITLE HERE
TITLE HERE
Make your audience remember the message
Generate experiences with your content.
TITLE HERE
TITLE HERE
Has an amazing effect. Very WOW.
Activate and amaze your audience.
Contextualize Your Topic with a Subtitle
TITLE HERE
TITLE HERE
It has a WOW effect. Very WOW.
Activate and amaze your audience
Contextualize Your Topic with a Subtitle
TITLEHERE
TITLEHERE
TITLEHERE
TITLEHERE
Set up aflow throughthe content.
Define secondary messages with interactivity.
Hierarchize and givevisual weight tothe main element.
Planning the structureof your communication.
Embedded content
Map
Social Media
Contextualize Your Topic with a Subtitle
Music
Interactive question
Write an awesome subtitle
Contextualize Your Topic with a Subtitle
Contextualize Your Topic with a Subtitle
Conclusions
A great presentation...
Describe the problem you’re going to resolve and, above all, the reason why your idea is interesting
THANK YOU!
With this function...
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!
XXXX
You can add additional content that excites the minds of your audience: videos, images, links, interactivity... Whatever you want!
Tip:
The emotional connection or engagement with your content increases when you manage to make your audience identify with the message you want to transmit.
Did you know that...
We retain 42% more information when the content moves? It may be the most effective resource to capture your audience's attention.
Did you know...
In Genially you will find more than 1,000 templates ready to pour your content and 100% customizable, that will help you tell your stories.
Tip:
Interactivity is the key element to capture the interest and attention of your audience. A genially is interactive because your audience explores and engages with it.
Watch out!
In Genially we use AI (Awesome Interactivity) in all our designs, so that you level up with interactivity and turn your content into something that adds value and hooks.
Write an awesome headline
Contextualize your topic with a subtitle
What you are reading: interactivity and animation can make the most boring content become something fun. In Genially, we use AI (Awesome Interactivity) in all our designs, so that you level up with interactivity and turn your content into something that adds value and engages.When giving a presentation, there are two objectives to pursue: conveying information and avoiding yawns. To achieve this, it may be a good practice to create an outline and use words that will be etched into the brains of your audience.
With Genially templates, you can include visual resources to leave your audience in awe. You can also highlight specific phrases or data that will be engraved in the memory of your audience and even embed external content that surprises: videos, photos, audios... Whatever you want!Do you need more reasons to create dynamic content? Well: 90% of the information we assimilate comes to us through sight, and we retain 42% more information when thecontent moves.
With this function...
You can add additional content that excites the brain of your audience: videos, images, links, interactivity... Whatever you want!
Did you know...
The window allows you to add more extensive content. You can enhance your genially by incorporating PDFs, videos, text... The content of the window will appear when clicking on theinteractive element.
Write an awesome headline
A great presentation...
XXXX
Did you know that... We retain 42% more information when the content moves? It is perhaps the most effective resource to capture the attention of your audience.
XXXX
Did you know that... We retain 42% more information when the content is moving? It is perhaps the most effective resource to capture your audience's attention.
With this function...
With this function... You can add additional content that excites your audience's brain: videos, images, links, interactivity...Whatever you want!
Tip:
Interactivity is the key element to capture the interest and attention of your audience. A genially is interactive because your audience explores and interacts with it.
XXXX
¡Beware! In Genially, we use AI (Awesome Interactivity) in all our designs, so you can level up with interactivity and transform your content into something that adds value and hooks.
Did you know that...
In Genially you will find over 1,000 templates ready to showcase your content and 100% customizable, which will help you tellyour stories?
Did you know...
We retain 42% more information when the content moves? It is perhaps the most effective resource to capture the attention of your audience.
XXXX
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!
Did you know...
In Genially you will find more than 1,000 templates ready to pour your content and 100% customizable, that will help you tell your stories.
XXXX
Warning! In Genially we use AI (Awesome Interactivity) in all our designs, so you can level up with interactivity and turn your content into something that adds valueand engages.
Studio del codice
La prima cosa che abbiamo fatto è stata studiare il codice che ci è stato fortinto dal Prof.Il codice è scritto con HTML e JavaScript e serve per "collegare" il modello creato su teachable ad un interfaccia grafica.
Addestramento della machina
In seguito abbiamo usato Teachable Machine per creare il modello che serve al nostro "Chef" per riconoscere i vari alimenti da abbinare per creare la ricetta. Il riconoscimento degli alimenti viene fatto tramite la webcam connessa al PC.
Test del progetto
Dopo aver addestrato il modello abbiamo fatto un test alla "Fiera della Zucca" di Zuccarello.Il test è andato molto bene, il nostro lavoro è stato apprezzato si da bambini che da adulti.Per renderlo più interattivo poco prima della fiera abbiamo deciso di affiancarci il robot NAO per accogliere i visitatori.
Creazione della presentazione
Come ultima cosa abbiamo creato una presentazione usando genially.Nella presentazione abbiamo cercato di spiegare il percorso che abbiamo fatto in queste settimane.La presentazione servira per un esposizione finale a cui seguira una valutazione data dal Prof.