14. Risultati:
English:
"The spirit is strong, but the flesh is weak"
After English - Russian > Russian - English:
"The whiskey is strong, but the meat is rotten"
19. WhatisMachineLearning?
«A computer program is said to learn from
experience E with respect to some class of tasks T
and performance measure P if its performance at
tasks in T, as measured by P, improves with
experience E»
20. Funziona?
"If one could devise a successful chess machine, one
would seem to have penetrated to the core of human
intellectual endeavor"
Allen Newell, 1958
34. Algoritmi
Rumelhart et Al., Learning representations by back-propagating errors.
1986
Corinna Cortes and Vladimir Vapnik. Support-vector networks. 1995
50+ nuovi paper al giorno su arxiv.
42. "Many of the papers, data sets, and software tools
related to deep learning have been open sourced.
[...] Software tools like Theano and TensorFlow,
combined with cloud data centers for training, and
inexpensive GPUs for deployment, allow small teams
of engineers to build state-of-the-art AI systems."
Chris Dixon, A16Z partner
47. Social: Pinterest deep-learning-powered reccommender: +30% repins
Ecommerce: The Clymb ha avuto +175% revenue/1000 promo email,
-72% churn (HBR)
Customer service: 85% interazioni senza interazione umana nel 2020
(Gartner).
48. Marketing & sales: 76% delle aziende che usano ML hanno aumentato le
proprie revenue (Accenture)
Fintech: Banche che usano ML per promuovere prodotti ottengono +10%
sales e -20% churn (Accenture).
Ingegneria: Sight ha ridotto downtime macchine 50% e aumentato
performance del 25%
...
49. Conclusioni
"AI is the new electricity. Just as 100 years ago
electricity transformed industry after industry, AI
will now do the same."
Andrew Ng, Chief Scientist at Baidu