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Lesson 7 - Machine Learning.pdf
1.
© G. Deplano
– IADA – BIG DATA IADA – BIG DATA Lesson 7 – Machine Learning
2.
© G. Deplano
– IADA – BIG DATA Agenda
3.
© G. Deplano
– IADA – BIG DATA Definizione
4.
© G. Deplano
– IADA – BIG DATA Definizione
5.
© G. Deplano
– IADA – BIG DATA Definizione
6.
© G. Deplano
– IADA – BIG DATA Definizione
7.
© G. Deplano
– IADA – BIG DATA Caso D’uso
8.
© G. Deplano
– IADA – BIG DATA
9.
© G. Deplano
– IADA – BIG DATA Caso D’uso – Attività Fraudolente
10.
© G. Deplano
– IADA – BIG DATA
11.
© G. Deplano
– IADA – BIG DATA Caso D’uso – Sistemi di Raccomandazione
12.
© G. Deplano
– IADA – BIG DATA
13.
© G. Deplano
– IADA – BIG DATA Caso D’uso – Analisi Medica
14.
© G. Deplano
– IADA – BIG DATA Caso D’uso – Altro…
15.
© G. Deplano
– IADA – BIG DATA Tipi di apprendimento
16.
© G. Deplano
– IADA – BIG DATA Apprendimento Supervisionato
17.
© G. Deplano
– IADA – BIG DATA Apprendimento Supervisionato
18.
© G. Deplano
– IADA – BIG DATA Apprendimento Supervisionato
19.
© G. Deplano
– IADA – BIG DATA Apprendimento Supervisionato
20.
© G. Deplano
– IADA – BIG DATA Apprendimento Supervisionato
21.
© G. Deplano
– IADA – BIG DATA Apprendimento Non Supervisionato
22.
© G. Deplano
– IADA – BIG DATA Apprendimento Non Supervisionato
23.
© G. Deplano
– IADA – BIG DATA Apprendimento Non Supervisionato
24.
© G. Deplano
– IADA – BIG DATA Apprendimento Non Supervisionato
25.
© G. Deplano
– IADA – BIG DATA Apprendimento Non Supervisionato
26.
© G. Deplano
– IADA – BIG DATA Apprendimento Non Supervisionato
27.
© G. Deplano
– IADA – BIG DATA Apprendimento Semi-Supervisionato
28.
© G. Deplano
– IADA – BIG DATA Apprendimento Rinforzato
29.
© G. Deplano
– IADA – BIG DATA Riepilogo
30.
© G. Deplano
– IADA – BIG DATA Suddivisione per output
31.
© G. Deplano
– IADA – BIG DATA Regressione
32.
© G. Deplano
– IADA – BIG DATA Classificazione
33.
© G. Deplano
– IADA – BIG DATA Clustering
34.
© G. Deplano
– IADA – BIG DATA Riepilogo
35.
© G. Deplano
– IADA – BIG DATA Algoritmi
36.
© G. Deplano
– IADA – BIG DATA Algoritmi
37.
© G. Deplano
– IADA – BIG DATA Scelta dell’algoritmo
38.
© G. Deplano
– IADA – BIG DATA Come fare la scelta finale
39.
© G. Deplano
– IADA – BIG DATA Alcuni oper-parametri di 3 algoritmi
40.
© G. Deplano
– IADA – BIG DATA Definizione di errore
41.
© G. Deplano
– IADA – BIG DATA Notazione
42.
© G. Deplano
– IADA – BIG DATA Notazione
43.
© G. Deplano
– IADA – BIG DATA Notazione - Previsioni
44.
© G. Deplano
– IADA – BIG DATA Variabilità Intrinseca
45.
© G. Deplano
– IADA – BIG DATA Variabilità Intrinseca
46.
© G. Deplano
– IADA – BIG DATA Errore irriducibile
47.
© G. Deplano
– IADA – BIG DATA Errore del modello
48.
© G. Deplano
– IADA – BIG DATA Errore totale
49.
© G. Deplano
– IADA – BIG DATA Errore del modello
50.
© G. Deplano
– IADA – BIG DATA Relazione trta BIAS e viarianza
51.
© G. Deplano
– IADA – BIG DATA Definizione di BIAS
52.
© G. Deplano
– IADA – BIG DATA Definizione di BIAS
53.
© G. Deplano
– IADA – BIG DATA Definizione di Varianza
54.
© G. Deplano
– IADA – BIG DATA Definizione di Varianza
55.
© G. Deplano
– IADA – BIG DATA Bias e Varianza
56.
© G. Deplano
– IADA – BIG DATA Curva ad “U” dell’errore del modello
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