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Con l’uscita dell’ultima versione, ChatGPT-4, e il successivo rumor di un possibile ChatGPT-5 entro fine anno, la tematica dell’intelligenza artificiale è sicuramente l’argomento più chiacchierato del 2023.
Uno strumento utile
ChatGPT è un modello linguistico sviluppato da OpenAI, in grado di generare testo simile a quello umano. Specializzato nella conversazione con utenti umani, ChatGPT (Chat Generative Pre-trained Transformer) è un chatbot di ultima generazione basato su intelligenza artificiale (AI) e machine learning (ML). Utilizza un'architettura basata su trasformatore – modello di deep learning, una branca del ML – ed è addestrato su un vasto corpus di dati di testo.
Le implicazioni di ChatGPT e di altri strumenti di intelligenza artificiale simili per il futuro sono significative. Da un lato, questi modelli hanno il potenziale per rivoluzionare il modo in cui interagiamo con i computer, consentendo una comunicazione più naturale e intuitiva. Potrebbero anche essere utilizzati per automatizzare attività che richiedono una comprensione del linguaggio a livello umano, come il servizio clienti, la creazione di contenuti e la traduzione. Ciò che è importante sottolineare è il ruolo che queste AI svolgono: non sostituiscono il tuo lavoro ma lo facilitano. Senza sapere la grammatica, non puoi sapere se il testo generato è corretto o scorrevole; se non sei esperto di programmazione, non puoi capire se il codice suggerito sia funzionale, funzionante o sintatticamente corretto. Vediamo alcuni ambiti di applicazione.
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)
Aree d’applicazione
In ambito finanziario i modelli di AI come ChatGPT potrebbero essere sfruttati per automatizzare e semplificare vari processi, come il rilevamento di frodi, la gestione del portafoglio e la valutazione del rischio. Inoltre, tali modelli linguistici in futuro potrebbero anche essere in grado di analizzare e generare report finanziari, accelerando così il lavoro degli analisti. Oltre il campo finanziario, un altro settore che potrà giovare dello sviluppo dell’AI è la sanità. I modelli linguistici potranno assistere gli operatori sanitari nella diagnosi delle malattie, nello sviluppo di piani di trattamento generale e di cure personalizzate per i pazienti. In molti paesi è già presente un servizio di consulenza online per diagnosi preliminari basato su chatbot. Con i progressi raggiunti dalla creazione di OpenAI, l’AI potrà fornire delle risposte ai pazienti sempre più adeguate e specifiche, aiutandoli a comprendere le loro condizioni di salute e indirizzandoli così allo specialista consono alla loro diagnosi. Inoltre, grazie alla capacità di analisi di enormi database in breve tempo, i tool AI possono aiutare nel campo di ricerca medico, identificando modelli e supportando lo sviluppo di potenziali nuovi trattamenti. Secondo il National Bureau of Economic Research, l’adozione crescente dell'AI porterà un risparmio tra il 5% e 10% della spesa sanitaria statunitense. Si tratta di cifre tra i $200 miliardi e $360 miliardi all'anno.
Tornando alla creazione di contenuti, i modelli linguistici, oltre a portare vantaggi nella ricerca di informazioni per scrittori, giornalisti e blogger, rivoluzioneranno anche il settore della programmazione. Grazie allo sviluppo e il successo di ChatGPT, OpenAI ha messo in sviluppo delle varianti del famoso chatbot, specializzate in ambiti differenti, tra i quali la generazione di codice. Esistono già infatti dei modelli discendenti di ChatGPT-3, chiamati modelli Codex, in grado di comprendere e generare codice in vari linguaggi di programmazione: Python, JavaScript, PHP, TypeScript, SQL e altri ancora.
Nell’industria della mobilità, Helbiz uno dei principali fornitori mondiali di soluzioni di sharing, specializzato in mobilità elettrica, ha annunciato l'implementazione della tecnologia di OpenAI, ChatGPT, in più dipartimenti dell'azienda. Questa svolta rappresenta per l’azienda la fase iniziale di un approccio sempre più ampio verso l'intelligenza artificiale. L'integrazione di ChatGPT punta a migliorare drasticamente il primo contatto comunicativo col cliente e automatizzare la maggior parte dei ticket standard con una gestione personalizzata e simile a quella umana, aumentando così la soddisfazione del cliente e l'efficienza operativa. L’AI porterà un miglioramento complessivo dell’intero servizio.
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Sviluppi futuri
Non è così inaspettato l’annuncio di Microsoft: l’azienda fondata da Bill Gates investirà 10 miliardi di dollari in OpenA. L'accordo fa parte di un round di finanziamento, che coinvolge altri investitori, che valuterebbe OpenAI 29 miliardi di dollari. Microsoft diventerà a tutti gli effetti il principale shareholder di OpenAI: dopo il raggiungimento di determinati obiettivi, la società dovrebbe assumere una partecipazione del 49%.
Il futuro del machine learning è roseo e le uniche preoccupazioni suscitate dallo sviluppo di tale tecnologia riguardano la creazione di fake news e deepfake. Con il miglioramento dei modelli, diventerà sempre più difficile distinguere tra informazioni reali e false, il che potrebbe avere gravi implicazioni per la società. Tuttavia, esistono già degli studi di ricerca volti allo sviluppo di software che riconoscano i falsi; esempi importanti sono il progetto dell’università californiana di Riverside, negli Stati Uniti, e la ricerca “Real-time Deepfake Detector” di Intel. Entrambi gli studi hanno l’obiettivo di rilevare la presenza di volti falsi in materiale video attraverso l’analisi del calore e del flusso sanguigno.
Il futuro è AI
Nel corso degli anni, il volume dei dati disponibili è aumentato vertiginosamente, soprattutto grazie all'espansione dell'IoT (Internet of Things). Il mercato dei dati cresce quindi a dismisura ed è, secondo le ultime stime, destinato a raggiungere un valore di $103 miliardi entro il 2027. Di seguito, alcune pillole sui dati:
- Le aziende generano circa 2,000,000,000,000,000,000 di byte di dati al giorno.
- Il 97.2% delle organizzazioni investe in AI e Big Data.
Nonostante i numeri parlino da sé, le aziende fanno fatica a seguire l'incessante creazione di nuovi dati:
- Circa il 95% delle aziende dichiara l'incapacità di comprendere e gestire dati non strutturati.
- Solo il 26% circa delle aziende afferma di aver raggiunto una cultura basata sui dati.
Non vivere il futuro da spettatore… diventane il protagonista! Iscriviti ai percorsi Geeks Academy per lavorare nelle nuove professioni della Data Economy grazie ai percorsi dell’area AI & Big Data:
Fonti:
https://www.mmm-online.com/home/channel/whos-afraid-of-chatgpt-ai-in-healthcare-could-save-360b/
https://platform.openai.com/docs/models/codex
https://www.businesswire.com/news/home/20230130005400/en/Helbiz-Incorporates-ChatGPT-OpenAI-Technology
https://www.cnbc.com/2023/01/10/microsoft-to-invest-10-billion-in-chatgpt-creator-openai-report-says.html
https://openaccess.thecvf.com/content/WACV2022/papers/Mazaheri_Detection_and_Localization_of_Facial_Expression_Manipulations_WACV_2022_paper.pdf
https://www.intel.com/content/www/us/en/newsroom/news/intel-introduces-real-time-deepfake-detector.html#gs.osjugg