... ... Patient103 Patient103 Patient103 Patient103 Patient103 - - PDF document

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Sep 17, 2022 12 likes •72 views

SLIDE 1 ✂✁☎✄✝✆✟✞✟✠☛✡ ☞✍✌✏✎✒✑✔✓✖✕✘✗✙✎✛✚✢✜✝✣✥✤✦✣✧✕✘★✩✜✛✚✢✜✝✪✒✫ ☞✍✌✏✎✬✕✮✭✯✚✱✰✲✕✴✳✵✣✷✶✢✶✹✸✻✺✼✣✾✽✛✜✛✣✧✺✿✶✢✣✧✕✘★✩✜✛✚✢✜✝✪❁❀✝★❃❂✘❄✛✶✢✣✷❅✔✫ ☞✯❆✲✜❇✣✾❈✼✕✘❅❁❀✝✶✢✣✘❉❊✶✢✣✧✕✮★❃✜✝✚✢✜✛✪❋✭✩❂✴❀✝✶✱✕●✑❇✗✙✎✝✣✧✗■❍✮✣✷★✙✰ ☞✍✌✏✎✬✕✮✭✲❏▲❑✝✣✧✰▼✭✩✚✢❂◆✜✛✰☛✰▼✎✝❂◆❑✝✶✱✺✿✳✵✣✥✕◆✰❃❍❁✕✘❄❖❂✘❑✛✭✯✓P✕◆✗✙✎✝✚✢✜✛✣ ✤✦✣✧✕✘★✩✜✝✚✱✜✝✪✒✫ ◗ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④ ⑤⑦⑥⑨⑧❶⑩❸❷❊❹❖⑥ ✞▼✠☎✡❻❺❼✡ ❷❊❽ ✠❾✞✟✠☛❿ ☞✍➀✯✣✧✗✾✣✷✜✒✭✲❀✝★✩❂◆✪◆★✩✣✧✰❃✰⑨✚✢✜➁✕✘✶✢✪◆❂✘★❃✚✢✭▼✎✛❅❁✰☎✕✮✜✬✺✔✭▼✎✛✣✷❂✘★❃✑ ☞☎➂☛★✩❂✮✳✍✚✢✜✝✪➄➃✛❂➅❂✒✺✿❂✘➆➇❂◆✜✝✶✢✚✢✜✛✣➈✺✝✕✘✭✩✕ ☞☎➉❊❂◆❅❋❀✛❑✝✭✩✕✘✭▼✚✢❂◆✜✬✕✮✶➊❀❖❂●✳✵✣✷★✍✚✱✰☎✕❜➋✮✕✮✚✢✶✱✕✘❄✝✶✱✣ ☞✍➌⑨❑✛✺✛✺✼✚✢✜✝✪❋✚✢✜✛✺✝❑✛✰▼✭✩★✩✑ ➍ ✎✛★✩✣✷✣✥✜✝✚✱✗✙✎✝✣✧✰✍➆s❂◆★✯❅➎✕◆✗❃✎✛✚✢✜✝✣❾✶✢✣✧✕✘★✩✜✝✚✱✜✝✪✝❉ ☞✍➏❾✕✘✭❃✕➄❅❁✚✢✜✝✚✢✜✛✪❇❉➐❑✬✰▼✚✢✜✛✪✴✎✝✚✱✰✩✭▼❂◆★✩✚❳✗✷✕✮✶➑✺✝✕✘✭✩✕➄✭✩❂✴✚✢❅❁❀✝★❃❂●➋◆✣ ✺✼✣✧✗✾✚✱✰✩✚✢❂✘✜✬✰ ➒ ❅❋✣✧✺✝✚✱✗✷✕✘✶➊★✩✣✧✗✾❂◆★❃✺✛✰✲➓❸❅❁✣✧✺✼✚✱✗✷✕✘✶✦❍▲✜✝❂✮✳✍✶✢✣✧✺✼✪◆✣ ☞☎➔➅❂✘➆s✭✻✳⑨✕✘★✩✣→✕✘❀✝❀✛✶✢✚✱✗✷✕✘✭▼✚✢❂◆✜✛✰☎✳✵✣✥✗✷✕✘✜↔➣ ✭✍❀✝★❃❂✘✪◆★✙✕✮❅↕❄✼✑❁✎✬✕✮✜✬✺ ➒ ✕✮❑✛✭▼❂◆✜✝❂◆❅❁❂✘❑✬✰✍✺✼★❃✚✢➋➅✚✢✜✝✪ ➒ ✰▼❀❖✣✷✣✧✗✙✎✿★✩✣✧✗✾❂◆✪◆✜✝✚✢✭✩✚✢❂✘✜ ☞☎➔➅✣✷✶✹➆➙✗✾❑✛✰▼✭✩❂◆❅❋✚✢➛✷✚✢✜✛✪❋❀✛★✩❂◆✪◆★❃✕✘❅❁✰ ➒✴➜ ✣✷✳✲✰▼★❃✣✧✕✘✺✝✣✷★✯✭▼✎✬✕✮✭✯✶✢✣✧✕✮★❃✜✛✰✲❑✛✰✩✣✷★✍✚✢✜✒✭▼✣✷★❃✣✧✰▼✭❃✰ ➝ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④ ➞ ⑧☎➟ ✞ ❹↔❷ ✆✴➠ ❷ ✄ ❷❊➡ ✞✟✠❾✞✟✠☛❿ ➞ ❷❊➢✼➤ ➏✥✕✮✭❃✕✒❉

Patient103 Patient103 Patient103 ...

time=1 time=2 time=n Age: 23 FirstPregnancy: no Anemia: no Diabetes: no PreviousPrematureBirth: no ... Elective C−Section: ? Emergency C−Section: ? Age: 23 FirstPregnancy: no Anemia: no PreviousPrematureBirth: no Diabetes: YES ... Emergency C−Section: ? Ultrasound: abnormal Elective C−Section: no Age: 23 FirstPregnancy: no Anemia: no PreviousPrematureBirth: no ... Elective C−Section: no Ultrasound: ? Diabetes: no

Emergency C−Section: Yes

Ultrasound: ?

➂☛✚✢➋◆✣✷✜↔❉ ☞✯➥▲➦➅➧✧➨✴❀✬✕✮✭✩✚✢✣✷✜✒✭✯★❃✣✧✗✾❂◆★❃✺✝✰✷➩✝✣✧✕✘✗✙✎➁✺✝✣✧✰✩✗✾★❃✚✢❄✝✚✢✜✛✪❁✕ ❀✝★❃✣✷✪✘✜✬✕✮✜✬✗✾✑✔✕✮✜✬✺✔❄✝✚✢★❃✭▼✎ ☞✍➫✵✕✘✗✙✎❇❀✛✕✘✭▼✚✱✣✷✜✒✭✯★✩✣❜✗✾❂✘★✙✺✿✗✾❂◆✜✒✭✩✕✘✚✢✜✛✰☎➭➅➧●➯➈➆➲✣✧✕✘✭▼❑✝★❃✣✧✰ ✤✦✣✧✕✘★✩✜❇✭✩❂❋❀✛★✩✣✧✺✝✚✱✗✾✭✾❉ ☞☎➉❊✶✱✕◆✰✩✰✩✣✧✰✯❂✘➆➳➆➲❑✝✭▼❑✛★✩✣✥❀✛✕✘✭▼✚✢✣✧✜✒✭✩✰✲✕✘✭✍✎✛✚✢✪✘✎P★✩✚✱✰❃❍❋➆s❂◆★ ➫❊❅❋✣✷★❃✪✘✣✷✜✬✗✾✑❇➉❊✣✧✰✩✕✘★✩✣✧✕✘✜✖➔✒✣✧✗✾✭▼✚✢❂◆✜ ➵ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④ ➠ ❷ ✄ ❷❊➡ ✞✟✠❾✞✟✠☛❿➺➸➻✡ ➢ ✁❾✆②✄ ➏✥✕✮✭❃✕✒❉

Patient103 Patient103 Patient103 ...

Emergency C−Section: Yes

Ultrasound: ?

➼ ✜✝✣✥❂✘➆✵➧❜➽➄✶✢✣✧✕✘★❃✜✝✣✧✺❇★❃❑✝✶✢✣✧✰✷❉ ➾✮➚ ➪✼➶✏➹✼➘✒➴◆➷✛➬▲➶✮➮✬➱✏➷✼✃◆❐✝➬●❒✝✃✒❮Ï❰➅➴✒❮✒➬✮➷✼➴▲➘▲Ð❊Ñ✖✃✘❒✼❰ Ò▲Ó➅❒✛➶◆➘●Ô❖✃✒❮ÏÕ✘❒✼❰×Ö✒➘✝➬✷Ô❖➴✒➱✮Ø✼➴▲➘×Ù✛❮✘Ø✒➘✒✃✼➱▲➶✮➮➅❒✼❰➙Ñ✖✃✘❒✼❰ Ú✼✃✒❮✮➹✼➘✒➴✼➱◆➴✘❒➅Ø✼✃◆Ø✛➬▲➶✮❒Û✃◆ØÜ✃▲❰❜Ô↔➬➅➱➅➱➅➬▲➶✮❒ Ö▲Ý✝➴✘❒ßÞ✒➘✼➶✮Ó✝✃✘Ó✬➬▲❮✒➬●Ø➅Ð❻➶◆➚×à✮Ô❖➴◆➘▲❐✼➴✘❒✬á✮ÐÜâ✼ã▲ä➅➴✼á✮Ø✛➬▲➶✮❒Û➬➅➱æå➙ç✟è é ➷✼➴▲➘×Ø✒➘✒✃✼➬●❒✬➬●❒✒❐Ü❰✒✃◆Ø✼✃➙ê➁Õ➅è➅ë✘ì↔íïîðç✟è➅ñ➐Ñ é ➷✼➴▲➘×Ø✼➴✼➱✮Øß❰✒✃◆Ø✼✃➙êòí❜Õ✒ë◆Õ➅åßîóç✻è➅å ô ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④

SLIDE 2

✡✂✁❾✞②✄æ➸æ✞ ➢✼➤☎✄ ✠ ❷ ✆ ⑧☛➢ ✞ ➢ ➏✥✕✮✭❃✕✒❉

Customer103: Customer103: Customer103:

(time=t0) (time=t1) (time=tn)

...

... Own House: Yes Other delinquent accts: 2 Loan balance: $2,400 Income: $52k Max billing cycles late: 3 Years of credit: 9 Profitable customer?: ? ... Own House: Yes Years of credit: 9 Profitable customer?: ? ... Own House: Yes Years of credit: 9 Loan balance: $3,250 Income: ? Other delinquent accts: 2 Max billing cycles late: 4 Loan balance: $4,500 Income: ? Other delinquent accts: 3 Max billing cycles late: 6

Profitable customer?: No

➀✯❑✛✶✢✣✧✰✯✶✢✣✧✕✘★✩✜✛✣✧✺❇➆➲★✩❂◆❅ ✰✩✑➅✜✒✭▼✎✝✣✧✰✩✚✢➛✷✣✧✺➁✺✛✕✮✭❃✕✒❉ ➾✮➚ é Ø▲Ý✝➴▲➘✼ã✝✆✼➴✒❮➅➬●❒✟✞◆➮✝➴✘❒✒Ø✝ã✘Ò✬á➅á▲➶✮➮➅❒✼Ø✛➱✡✠×Õ➐Ñ➁✃✘❒✼❰ ➪◆➮✘Ô✝Ó✝➴▲➘✼ã✝✆✼➴➅❮✒➬●❒✟✞◆➮✝➴✘❒✒Ø✝ã☞☛✛➬▲❮➅❮✒➬✮❒✒❐✝ã◆â▲Ð✬á▲❮▲➴✼➱✌✠ í Ö▲Ý✝➴✘❒ßÞ✒➘✼➶◆➚✝➬✮Ø✼✃✘Ó✛❮◆➴✒ã◆â◆➮✬➱✮Ø✝➶✧Ô❖➴➅➘✟✍Ïîß➪✒➶ ✎ ✆✼➴✘❒✒Ðßâ➅➘✒➴▲❰✝➬✮ØÜâ✒✃▲➘➅❰ß✃✘➹➅➹✝❮✒➬➅á◆✃◆Ø✛➬▲➶✮❒✟✏ ➾✮➚ é Ø▲Ý✝➴▲➘✼ã✝✆✼➴✒❮➅➬●❒✟✞◆➮✝➴✘❒✒Ø✝ã✘Ò✬á➅á▲➶✮➮➅❒✼Ø✛➱×îßå➐Ñ➁✃✘❒✼❰ ✑ ➾❜❒✬á▲➶✧Ô❖➴✌✠✓✒▲ñ➅å☞✔✖✕ é✘✗ ✑✚✙ ➴➅✃▲➘✝➱▲ã➅➶◆➚✼ã◆â➅➘✒➴▲❰✝➬✮Ø✛✠æñ✜✕ Ö▲Ý✝➴✘❒ßÞ✒➘✼➶◆➚✝➬✮Ø✼✃✘Ó✛❮◆➴✒ã◆â◆➮✬➱✮Ø✝➶✧Ô❖➴➅➘✟✍Ïî ✙ ➴✼➱ ✎ Ò✛á➅á◆➴✘➹✒ØÜâ➅➘✒➴▲❰✝➬✮Øßâ✒✃▲➘▲❰Ü✃✮➹➅➹✛❮✒➬➅á◆✃◆Ø✛➬▲➶✮❒✟✏ ✢ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④ ï✄ ⑥ ✡ ❽✤✣ ❽ ✡✂✁❾✞ ❹ ✄✝✞✦✥✵✠ ✣ ❽ ✥★✧☛✆✟✡ ➡ ➢ ➉❊❑✬✰▼✭▼❂◆❅❁✣✷★✍❀✝❑✛★❃✗✙✎✛✕◆✰✩✣☛❄❖✣✷✎✛✕●➋➅✚✢❂✘★✧❉

Customer103: Customer103: Customer103:

(time=t0) (time=t1) (time=tn)

...

... Sex: M Age: 53 Income: $50k Own House: Yes MS Products: Word Computer: 386 PC Purchase Excel?: ? ... Sex: M Age: 53 Income: $50k Own House: Yes MS Products: Word ... Sex: M Age: 53 Income: $50k Own House: Yes Purchase Excel?: ? MS Products: Word Computer: Pentium Computer: Pentium

Purchase Excel?: Yes

➉❊❑✬✰▼✭▼❂◆❅❁✣✷★✍★✩✣✧✭▼✣✷✜✒✭▼✚✢❂◆✜↔❉

Customer103: Customer103:

Age: 53 Age: 53 Age: 53 Sex: M Sex: M Sex: M

Customer103:

(time=t0) (time=t1) (time=tn)

...

Income: $50k Income: $50k Income: $50k Own House: Yes Own House: Yes Own House: Yes Checking: $5k Checking: $20k Checking: $0 Savings: $15k Savings: $0 Savings: $0 ... ... Current−customer?: yes

Current−customer?: No

Current−customer?: yes ✩ ★✩❂✒✗✾✣✧✰❃✰✍❂◆❀✝✭✩✚✢❅❋✚✢➛✧✕✘✭▼✚✢❂◆✜↔❉ (time=t0) (time=t1) (time=tn)

... Product72: Product72: Product72:

... Viscosity: 1.3 ... ... Viscosity: 1.3 Product underweight?: ??

Product underweight?:

Viscosity: 3.2

Yes

Fat content: 15% Stage: mix Mixing−speed: 60rpm Density: 1.1 Stage: cook Temperature: 325 Fat content: 12% Density: 1.2 Stage: cool Fan−speed: medium Fat content: 12% Spectral peak: 3200 Density: 2.8 Spectral peak: 2800 Spectral peak: 3100 Product underweight?: ?? ✪ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④ ✩ ★❃❂✘❄✛✶✢✣✷❅❁✰ ➍ ❂➅❂✴➏❾✚✬✫➎✗✾❑✝✶✢✭✯✭✩❂ ✩ ★❃❂✘✪◆★✙✕✮❅ ❄✒✑✮✭❾✕✘✜✛✺ ❆☎✤☞✯✱✰ ➜☛➜✳✲ ✩ ❂✘❅❁✣✷★✩✶✱✣✧✕✮❑✜✴➊✺✝★✩✚✢➋◆✣✧✰☎➦✘✵✴❅❋❀✛✎✔❂✘✜✿✎✛✚✢✪◆✎✒✳⑨✕❜✑✒✰ Sharp Left Sharp Right 4 Hidden Units 30 Output Units 30x32 Sensor Input Retina Straight Ahead ④ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④ ✶✷✥✹✸✙✄☞✺ ❷❊❽ ✡ ✄ ⑥☛❷ ✄✓ò✁ ➢ ✄✟✥ ➡ ✞✦✻➊✡ ➢ ✄✟✥✽✼ ➢ ✡ ❽ ✎✒✭✩✭▼❀↔❉✿✾✝✾●✳✍✳✍✳❁❀ ✳✍✚✱✰✩✣✷✳✍✚✱★✩✣✝❀✉✗✾❂✘❅ ❂ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④

SLIDE 3 ⑤⑦⑥ ✡ ❽ ✡✁ ➢ ✄ ⑥ ✞ ➢✄✂ ✡ ❷ ✁☎✡✂✁✆☎ ➍ ❂✒✺✛✕❜✑✬❉➙✭✩✚✢❀✿❂✘➆➑✭▼✎✛✣✥✚✱✗✾✣✷❄✬✣✷★❃✪ ☞✞✝➇✚✢★✙✰▼✭▼✸ ✪◆✣✷✜✝✣✧★❃✕✘✭▼✚✢❂◆✜✖✕✘✶✢✪◆❂✘★❃✚✢✭▼✎✛❅❁✰✷❉➙✜✝✣✷❑✛★❃✕✘✶↔✜✝✣✷✭❃✰✾➩ ✺✼✣✧✗✾✚✱✰✩✚✢❂✘✜P✭▼★❃✣✷✣✧✰✾➩✬★❃✣✷✪◆★✩✣✧✰❃✰▼✚✢❂◆✜ ❀ ❀ ❀ ☞✯❆✲❀✛❀✝✶✢✚✢✣✧✺✿✭✩❂✴✳✵✣✷✶✢✶✹✸ ➆➲❂✘★❃❅➎✕✮✭✩✣✧✺➁✺✝✕✘✭✩✕✘❄✛✕◆✰✩✣ ☞✍➌⑨❑✛✺✛✺✼✚✢✜✝✪❋✚✢✜✛✺✝❑✛✰▼✭✩★✩✑ ➼ ❀✝❀❖❂◆★✩✭▼❑✛✜✝✚✢✭✻✑➎➆➲❂✘★✲✭▼❂◆❅❋❂◆★❃★✩❂●✳✥❉➑✣✷✜✝❂◆★✩❅❁❂◆❑✛✰✵✚✢❅❁❀✛✕◆✗✾✭ ☞✍✤✦✣✧✕✘★✩✜✿✕◆✗✾★✩❂▲✰❃✰⑨➆s❑✛✶✢✶✦❅❁✚✹❈✒✣✧✺✒✸②❅❋✣✧✺✝✚✱✕➄✺✛✕✮✭❃✕ ☞✍✤✦✣✧✕✘★✩✜✿✕◆✗✾★✩❂▲✰❃✰✍❅➄❑✛✶✢✭▼✚✢❀✝✶✱✣→✚✢✜✒✭▼✣✷★❃✜✛✕✘✶✦✺✝✕✘✭✩✕✘❄✛✕◆✰▼✣✧✰✷➩✛❀✝✶✢❑✬✰ ✭▼✎✝✣✥✳✵✣✷❄P✕✮✜✬✺✔✜✝✣✷✳✯✰▼➆s✣✷✣✧✺✛✰ ☞✍✤✦✣✧✕✘★✩✜❇❄✒✑✔✕◆✗✾✭▼✚✢➋◆✣→✣✾❈✒❀✬✣✷★❃✚✢❅❁✣✷✜✒✭✩✕✘✭▼✚✢❂◆✜ ☞✍✤✦✣✧✕✘★✩✜✿✺✝✣✧✗✾✚✱✰▼✚✢❂◆✜✛✰☎★❃✕✘✭▼✎✛✣✷★✯✭▼✎✬✕✮✜✿❀✝★✩✣✧✺✝✚✱✗✾✭▼✚✢❂◆✜✛✰ ☞☎➉❊❑✝❅✴❑✝✶✱✕✘✭▼✚✢➋◆✣✘➩✛✶✢✚✹➆s✣✷✶❳❂✘✜✛✪❁✶✱✣✧✕✮★❃✜✝✚✢✜✛✪ ☞ ✩ ★✩❂◆✪✘★✙✕✘❅❋❅❋✚✢✜✝✪❼✶❳✕✮✜✛✪✘❑✬✕✮✪◆✣✧✰✯✳✯✚✢✭▼✎➁✶✢✣✧✕✘★❃✜✝✚✢✜✝✪ ✣✷❅➄❄❖✣✧✺✝✺✝✣✧✺✬✫ ③ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④ ➸➻✡➳✆✻✡✠✟ ❷ ✠⑨✄æ➠Ï✞ ➢✼❹ ✞ ➟ ✆✟✞✩✠☎✡ ➢ ☞✯❆✲★❃✭▼✚✹✽❖✗✾✚✱✕✮✶➳✚✢✜✒✭▼✣✷✶✢✶✢✚✱✪◆✣✷✜✛✗✾✣ ☞✍➌✍✕❜✑◆✣✧✰▼✚❳✕✮✜✿❅❁✣✷✭▼✎✛❂✒✺✝✰ ☞☎➉❊❂◆❅❋❀✛❑✝✭✩✕✘✭▼✚✢❂◆✜✬✕✮✶✦✗✾❂◆❅❁❀✝✶✢✣✾❈✒✚✢✭✻✑❇✭✩✎✝✣✷❂◆★✩✑ ☞☎➉❊❂◆✜✒✭▼★❃❂✘✶↔✭✩✎✝✣✷❂◆★✩✑ ☞ ✰✻✜✼➆➲❂✘★❃❅➎✕✮✭✩✚✢❂✘✜✿✭✩✎✝✣✷❂◆★✩✑ ☞ ✩ ✎✝✚✢✶✢❂▲✰▼❂◆❀✝✎✒✑ ☞ ✩ ✰▼✑✒✗✙✎✝❂◆✶✢❂◆✪✘✑❇✕✘✜✛✺✔✜✛✣✷❑✝★✩❂◆❄✛✚✢❂✘✶✢❂◆✪◆✑ ☞☎➔➅✭✩✕✘✭✩✚✱✰▼✭▼✚✱✗✧✰ ☞☛✡☞✡☞✡ ◗✍✌ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④ ⑤⑦⑥☎❷ ✄✂✞ ➢ ✄ ⑥ ✡ ❺➄✡ ❷❊❽ ✠❾✞✟✠☛❿ ✣ ❽ ✥★✧❾✆✻✡ ➡ ☎ ✤✦✣✧✕✘★✩✜✛✚✢✜✝✪✏✎✡✰✻❅❁❀✝★❃❂●➋➅✚✢✜✛✪➄✳✍✚✢✭✩✎➁✣✾❈✒❀✬✣✷★❃✚✢✣✷✜✛✗✾✣✴✕✮✭✲✰▼❂◆❅❋✣☛✭✩✕◆✰❃❍ ☞ ✰✻❅❁❀✝★✩❂✮➋✘✣☛❂✮➋✘✣✷★✍✭❃✕✘✰❃❍✒✑❾➩ ☞✍✳✍✚✢✭▼✎P★✩✣✧✰✩❀✬✣✧✗✾✭✲✭▼❂❋❀✬✣✷★✩➆s❂◆★✩❅➎✕✘✜✛✗✾✣❾❅❁✣✧✕✘✰✩❑✝★❃✣✔✓❼➩ ☞✍❄✛✕◆✰▼✣✧✺✔❂◆✜✿✣✾❈✒❀❖✣✷★✩✚✢✣✷✜✬✗✾✣✖✕ ❀ ➫ ❀ ✪✜❀✱➩✝✤✦✣✧✕✘★✩✜❇✭✩❂❋❀✛✶✱✕❜✑✔✗✙✎✝✣✧✗■❍✮✣✷★✙✰ ☞✞✑❾❉ ✩ ✶✱✕❜✑❇✗✙✎✝✣❜✗✙❍✘✣✷★❃✰ ☞✗✓❼❉✙✘ ❂✘➆➇✪▲✕✘❅❋✣✧✰✵✳✵❂◆✜✿✚✢✜✿✳✵❂◆★✩✶❳✺❇✭▼❂◆❑✝★❃✜✛✕✘❅❋✣✷✜✒✭ ☞✗✕✴❉➑❂◆❀✝❀❖❂✘★❃✭▼❑✛✜✝✚✢✭✻✑❇✭▼❂❋❀✝✶✱✕●✑✔✕✮✪▲✕✘✚✢✜✛✰✩✭✲✰▼✣✷✶✹➆ ◗✢◗ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④ ❺➄✡ ❷❊❽ ✠❾✞✟✠☛❿ ✄✟✥ ✣ ✆ ❷✦⑧

✡ ❹❖➤ ✡ ❽✛➢ ☞✞✑❾❉ ✩ ✶✱✕❜✑❇✗✙✎✝✣❜✗✙❍✘✣✷★❃✰ ☞✗✓❼❉ ✩ ✣✷★✙✗✾✣✷✜✒✭✍❂✘➆➇✪▲✕✘❅❋✣✧✰✵✳✵❂◆✜✿✚✢✜✿✳✵❂◆★❃✶✱✺❇✭▼❂◆❑✝★❃✜✛✕✘❅❋✣✷✜✒✭ ☞✍✌✏✎✬✕✮✭✯✣✾❈✒❀✬✣✷★❃✚✢✣✷✜✛✗✾✣●✫ ☞✍✌✏✎✬✕✮✭✯✣✾❈✼✕✘✗✾✭✩✶✢✑➁✰▼✎✛❂✘❑✛✶✱✺❇❄❖✣✥✶✢✣✧✕✮★❃✜✝✣✧✺❖✫ ☞ ✭☎❂✮✳Ï✰▼✎✬✕✮✶✢✶➊✚✢✭✲❄✬✣→★❃✣✷❀✝★❃✣✧✰▼✣✷✜✒✭✩✣✧✺✬✫ ☞✍✌✏✎✬✕✮✭✲✰▼❀❖✣✧✗✾✚✹✽✬✗➈✕✘✶✢✪◆❂✘★❃✚✢✭▼✎✛❅➺✭✩❂✴✶✢✣✧✕✘★✩✜P✚✢✭✙✫ ◗✉➝ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④

SLIDE 4 ➞ ⑧☎➟ ✡ ✥ ✸ ➞ ❽✛❷ ✞▼✠☛✞▼✠☎❿✁✄✂ ➟ ✡ ❽ ✞✻✡➳✠ ❹ ✡ ☞✍➏☛✚✱★✩✣✧✗✾✭✯❂◆★✍✚✢✜✬✺✼✚✢★❃✣✧✗✾✭✙✫ ☞ ➍ ✣✧✕◆✗✙✎✝✣✷★✍❂◆★✯✜✝❂◆✭■✫ ❆ß❀✛★✩❂◆❄✝✶✢✣✷❅➁❉➐✚✱✰✯✭▼★❃✕✘✚✢✜✝✚✱✜✝✪➎✣✾❈✒❀✬✣✷★❃✚✢✣✷✜✛✗✾✣➈★❃✣✷❀✝★❃✣✧✰▼✣✷✜✒✭❃✕✮✭✩✚✢➋◆✣→❂✮➆ ❀❖✣✷★▼➆➲❂✘★❃❅❁✕✘✜✛✗✾✣❾✪◆❂▲✕✮✶✐✫ ◗✉➵ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④

✥✷✥ ➢ ✡ ✄ ⑥ ✡ ➞ ❷❊❽ ❿❊✡➊✄✆☎☎✁❾✠ ❹ ✄✝✞✦✥✵✠ ☞✞✝✠✟☛✡☞✡☞✌✎✍✑✏✒✡✔✓✕✍☛❉✗✖✘✡✔✙✛✚☞✜✴➓✢✏✣✡✑✓✕✍ ✫●✫ ☞✥✤ ❉✗✖✘✡✔✙✛✚✔✜❋➓✢✦ ✫●✫ ☞ ❀ ❀ ❀ ◗ ô ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④ ✣ ✥ ➢✝➢ ✞ ✧❾✆✻✡ð➠×✡★✧→✠☛✞✻✄✝✞✦✥✵✠ ✸ ✥ ❽ ➞ ❷➙❽ ❿➙✡✦✄✩☎☛✁☛✠ ❹✫✪ ✄✝✞ ✥❊✠ ✤ ☞✍✚✹➆✭✬✲✚✱✰✲✕➄✽✛✜✬✕✮✶↔❄❖❂◆✕✘★✙✺✿✰▼✭❃✕✮✭✩✣✥✭▼✎✛✕✘✭✯✚✱✰✲✳✵❂✘✜➊➩✝✭▼✎✝✣✷✜ ✤✯✮✰✬✲✱ ✎Ü➧ ✵✝✵ ☞✍✚✹➆✭✬✲✚✱✰✲✕➄✽✛✜✬✕✮✶↔❄❖❂◆✕✘★✙✺✿✰▼✭❃✕✮✭✩✣✥✭▼✎✛✕✘✭✯✚✱✰✲✶✢❂▲✰▼✭✾➩❖✭▼✎✝✣✷✜ ✤✯✮✰✬✲✱ ✎✣✳✥➧ ✵☞✵ ☞✍✚✹➆✭✬✲✚✱✰✲✕➄✽✛✜✬✕✮✶↔❄❖❂◆✕✘★✙✺✿✰▼✭❃✕✮✭✩✣✥✭▼✎✛✕✘✭✯✚✱✰☎✺✼★✙✕❜✳✍✜➊➩✒✭✩✎✝✣✷✜ ✤✯✮✰✬✲✱ ✎✤✵ ☞✍✚✹➆✭✬✲✚✱✰✲✕✴✜✝❂◆✭✯✕➈✽✬✜✛✕✘✶✦✰▼✭❃✕✮✭✩✣→✚✢✜✿✭▼✎✛✣✥✪◆✕✘❅❁✣✘➩✝✭▼✎✝✣✷✜ ✤✯✮✰✬✲✱ ✎✴✤✯✮✰✬✶✵✷✱❃➩✛✳✍✎✛✣✷★✩✣✘✬✶✵✼✚✱✰✲✭▼✎✝✣✥❄❖✣✧✰▼✭✯✽✛✜✛✕✘✶↔❄❖❂◆✕✘★✙✺ ✰▼✭❃✕✮✭✩✣→✭▼✎✛✕✘✭✯✗✷✕✘✜✿❄❖✣→✕✘✗✙✎✝✚✱✣✷➋✘✣✧✺P✰▼✭✩✕✘★❃✭▼✚✢✜✝✪❋➆➲★✩❂◆❅✁✬☎✕✮✜✬✺ ❀✝✶✱✕●✑➅✚✢✜✝✪❁❂✘❀✛✭▼✚✢❅➎✕✮✶✢✶✢✑✿❑✝✜✒✭▼✚✢✶➊✭✩✎✝✣→✣✷✜✛✺❇❂✮➆➑✭▼✎✝✣→✪▲✕✘❅❋✣✝❀ ➍ ✎✛✚✱✰✯✪◆✚✢➋✘✣❜✰✲✗✾❂◆★✩★❃✣✧✗✾✭✍➋●✕✘✶✢❑✝✣✧✰✷➩✬❄✝❑✛✭✍✚✱✰✯✜✛❂✘✭✯❂✘❀❖✣✷★✙✕✮✭✩✚✢❂✘✜✬✕✮✶ ◗ ✢ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④

✥✷✥ ➢ ✡ ➸➻✡ ➟❾❽ ✡ ➢ ✡➳✠⑨✄ ❷ ✄✝✞✦✥✵✠ ✸ ✥ ❽ ➞ ❷❊❽ ❿❊✡➊✄ ☎☛✁❾✠ ❹ ✄✝✞ ✥✵✠ ☞✯✗✾❂✘✶✱✶✢✣✧✗✾✭▼✚✱❂◆✜P❂✘➆➇★❃❑✝✶✢✣✧✰■✫ ☞✍✜✝✣✷❑✝★✙✕✘✶↔✜✝✣✷✭✻✳✵❂◆★❃❍❇✫ ☞✍❀✬❂◆✶✢✑➅✜✝❂◆❅❁✚✱✕✮✶✦➆s❑✝✜✬✗✾✭▼✚✢❂◆✜➁❂✘➆➇❄❖❂▲✕✮★✙✺➎➆s✣✧✕✘✭▼❑✛★✩✣✧✰■✫ ☞ ❀ ❀ ❀ ◗ ✪ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④

SLIDE 5 ✄ ➸➻✡ ➟☛❽ ✡ ➢ ✡➳✠✍✄ ❷ ✄✝✞✦✥✵✠ ✸ ✥ ❽ ❺❼✡ ❷➙❽ ✠☛✡✂✁✢☎☛✁☛✠ ❹✫✪ ✄✝✞ ✥❊✠ ✂✁☎✄✆✞✝✠✟ ✬☛✡ ✮ ✬✲✱✠✄✆✌☞✍✟ ✚✎✡ ✮✰✬✲✱✠✄✆✂✏✑✟ ✬✓✒ ✮ ✬ ✱✔✄✆✂✕✍✟ ✚✖✒ ✮✰✬✲✱✔✄✆✌✗✎✟ ✬✍✘ ✮ ✬ ✱✔✄✆✂✙✍✟ ✚✚✘ ✮✰✬✲✱ ☞✞✬☛✡ ✮ ✬✲✱❃❉➙✜✒❑✛❅➄❄❖✣✷★⑨❂✘➆➇❄✝✶✱✕◆✗■❍➎❀✝✚✢✣✧✗✾✣✧✰✲❂✘✜❇❄❖❂▲✕✮★✙✺ ✬ ☞ ✚✎✡ ✮✰✬✲✱✙❉➙✜✒❑✝❅✴❄✬✣✷★⑨❂✘➆➇★❃✣✧✺❇❀✝✚✢✣✧✗✷✣✧✰✯❂◆✜ ✬ ☞✞✬✓✒ ✮✰✬✲✱✙❉➐✜✒❑✝❅✴❄✬✣✷★⑨❂✘➆➇❄✛✶✱✕✘✗■❍✔❍▲✚✢✜✝✪▲✰✲❂✘✜ ✬ ☞ ✚✚✒★✮✰✬✲✱❃❉❊✜✒❑✝❅➄❄❖✣✷★✵❂✘➆➇★✩✣✧✺➁❍▲✚✢✜✝✪▲✰✯❂◆✜ ✬ ☞✞✬✍✘ ✮✰✬✲✱❃❉❊✜✒❑✝❅✴❄✬✣✷★✵❂✘➆➇★❃✣✧✺❇❀✝✚✢✣✧✗✾✣✧✰✲✭▼✎✝★❃✣✧✕✘✭▼✣✷✜✝✣✧✺➁❄✒✑❁❄✝✶✱✕◆✗✙❍ ✮s✚ ❀ ✣✝❀❳➩✬✳✍✎✝✚✱✗✙✎➁✗✷✕✘✜✿❄❖✣✥✭✩✕◆❍✮✣✷✜P❂✘✜❇❄✛✶✱✕◆✗✙❍✛➣ ✰✲✜✝✣✾❈✒✭✲✭▼❑✝★❃✜✫✱ ☞ ✚✛✘ ✮ ✬✲✱❃❉➙✜✒❑✛❅➄❄❖✣✷★⑨❂✮➆➑❄✝✶✱✕◆✗■❍➎❀✝✚✢✣✧✗✾✣✧✰✯✭✩✎✝★❃✣✧✕✮✭✩✣✷✜✝✣✧✺❇❄✒✑➎★❃✣✧✺ ◗✉④ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④

✧☎✄

❷ ✞✟✠❾✞✟✠☛❿ ➞ ❽✝❷ ✞✟✠❾✞✟✠☛❿ ✄✂ ❷➙➡ ➟ ✆✻✡ ➢ ☞✥✤✯✮✰✬✲✱✙❉➙✭▼✎✛✣❾✭✩★✩❑✛✣✥✭✩✕✘★✩✪◆✣✷✭✍➆➲❑✝✜✛✗✾✭✩✚✢❂✘✜ ☞✢✜ ✤✯✮✰✬✲✱☎❉➙✭▼✎✝✣✥✶✢✣✧✕✘★❃✜✝✣✧✺❇➆➲❑✝✜✛✗✾✭✩✚✢❂◆✜ ☞✥✤✤✣✦✥★✧✪✩✬✫☞✮✰✬✲✱✙❉➙✭▼✎✛✣→✭▼★❃✕✘✚✢✜✛✚✢✜✝✪❁➋●✕✘✶✢❑✝✣ ➼ ✜✝✣✥★❃❑✝✶✢✣❾➆s❂◆★✯✣✧✰✩✭▼✚✢❅➎✕✘✭▼✚✢✜✝✪❁✭▼★✙✕✘✚✢✜✝✚✢✜✝✪➎➋●✕✘✶✢❑✛✣✧✰✾❉ ☞✥✤ ✣✦✥★✧✪✩✬✫ ✮✰✬✲✱✮✭ ✜ ✤ ✮★✯✱✰✳✲✓✲ ✍✑✌✑✌ ✡✑✚ ✮✰✬✲✱ ✱ ◗ ❂ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④

✥✷✥ ➢ ✡ ⑤ ✡➳✞✟❿ ⑥ ✄ ➞ ✁❾✠☛✞▼✠☎❿↕➸æ✁❾✆✻✡ ✴✶✵✸✷✺✹✸✻✽✼✿✾✳❀❂❁❄❃❆❅❈❇❊❉✤❁❋✻❍●✚❃❆■✿✻❑❏ ➏❾❂➄★✩✣✷❀❖✣✧✕✘✭▼✣✧✺✝✶✢✑✬❉ ☞☎➔➅✣✷✶✢✣✧✗✾✭☎✕➄✭▼★✙✕✘✚✢✜✝✚✢✜✝✪➎✣✾❈✼✕✘❅❁❀✝✶✢✣✘✬☛✕✮✭✍★✙✕✘✜✛✺✼❂◆❅ ➧☞❀◆➉❊❂◆❅❋❀✛❑✝✭▼✣ ✍ ✚✔✚✔✡✔✚ ✮ ✬✲✱❃❉ ✍ ✚✑✚☞✡✑✚ ✮✰✬✲✱ ✎✴✤ ✣✬✥★✧✠✩ ✫ ✮✰✬✲✱ ✳▲✜ ✤ ✮✰✬✲✱ ➭ ❀ ✝✛❂◆★✯✣✧✕◆✗✙✎❇❄✬❂▲✕✘★❃✺❇➆s✣✧✕✘✭▼❑✝★❃✣◆▼ ✩ ➩✛❑✛❀❖✺✛✕✮✭✩✣✥✳✵✣✷✚✢✪✘✎✒✭❖ ✩ ❉ ✂✩❂✭P✂✩✽✄◗✲✶✟❘▼❙✩❚✟✎✍ ✚✔✚✔✡✔✚ ✮ ✬✲✱ ✲☛✚✱✰✲✰✩❂✘❅❁✣❾✰▼❅➎✕✘✶✢✶✦✗✾❂✘✜✬✰▼✭❃✕✮✜✒✭✷➩✬✰✩✕●✑ ✵✟❀✱➧◆➩✛✭▼❂❋❅❋❂✒✺✝✣✷★❃✕✘✭▼✣✥✭✩✎✝✣ ★❃✕✘✭✩✣❾❂✘➆➇✶✢✣✧✕✘★❃✜✝✚✢✜✝✪ ◗✉③ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④ ➠×✡ ➢ ✞✻❿✵✠

✥✵✞ ❹ ✡ ➢

Determine Target Function Determine Representation

f Learned Function

Determine Type

f Training Experience

Determine Learning Algorithm Games against self Games against experts Table of correct moves Linear function

f six features

Artificial neural network Polynomial Gradient descent Board ➝ value Board ➝ move Completed Design

... ...

Linear programming

... ...

➝ ✌ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④

SLIDE 6 ✶✷✥ ➡ ✡✁ ➢✝➢ ✁☛✡ ➢ ✞✟✠ ⑩❸❷❊❹❖⑥ ✞▼✠☎✡❻❺❼✡ ❷❊❽ ✠☛✞✟✠☛❿ ☞✍✌✏✎✬✕✮✭✲✕✮✶✢✪◆❂◆★✩✚✢✭✩✎✝❅➎✰✲✗✷✕✘✜➁✕✘❀✝❀✝★❃❂❜❈✒✚✢❅➎✕✘✭▼✣☛➆s❑✛✜✛✗✾✭▼✚✢❂◆✜✛✰✲✳✵✣✷✶✢✶ ✮➲✕✘✜✛✺❇✳✯✎✝✣✷✜✫✱✩✫ ☞ ✭☎❂✮✳Ï✺✼❂➅✣✧✰✍✜✒❑✛❅➄❄❖✣✷★⑨❂✘➆➇✭▼★✙✕✮✚✢✜✛✚✢✜✝✪❁✣✾❈✼✕✘❅❋❀✛✶✢✣✧✰✍✚✢✜✼➃✬❑✝✣✷✜✛✗✾✣ ✕✘✗✷✗✷❑✝★❃✕◆✗✾✑✝✫ ☞ ✭☎❂✮✳Ï✺✼❂➅✣✧✰✯✗✾❂◆❅❁❀✝✶✢✣✾❈✒✚✢✭✻✑❇❂✘➆➇✎✒✑➅❀❖❂◆✭▼✎✝✣✧✰✩✚✱✰ ★✩✣✷❀✛★✩✣✧✰✩✣✷✜✒✭✩✕✘✭▼✚✢❂◆✜➁✚✢❅❁❀✛✕◆✗✾✭✍✚✢✭■✫ ☞ ✭☎❂✮✳Ï✺✼❂➅✣✧✰✍✜✛❂✘✚✱✰✩✑❇✺✝✕✘✭✩✕✴✚✢✜✼➃✬❑✝✣✷✜✛✗✾✣➈✕◆✗✷✗✾❑✝★✙✕◆✗✾✑✝✫ ☞✍✌✏✎✬✕✮✭✲✕✮★❃✣✥✭▼✎✝✣✥✭✩✎✝✣✷❂◆★✩✣✷✭✩✚✱✗✷✕✮✶➇✶✢✚✢❅❋✚✢✭❃✰✲❂✘➆➇✶✢✣✧✕✘★❃✜✛✕✘❄✝✚✢✶✢✚✢✭✟✑✝✫ ☞ ✭☎❂✮✳Ï✗✷✕✮✜➁❀✝★✩✚✢❂◆★☎❍◆✜✛❂●✳✍✶✢✣❜✺✼✪◆✣→❂✮➆➑✶✢✣✧✕✮★❃✜✝✣✷★✲✎✝✣✷✶✢❀❖✫ ☞✍✌✏✎✬✕✮✭✲✗✾✶✢❑✝✣✧✰☎✗✷✕✮✜✿✳✵✣✥✪◆✣✷✭⑨➆➲★✩❂◆❅ ❄✛✚✢❂✘✶✢❂◆✪◆✚✱✗✷✕✮✶➇✶✢✣✧✕✮★❃✜✝✚✢✜✛✪ ✰▼✑✒✰✩✭▼✣✷❅➎✰✙✫ ☞ ✭☎❂✮✳Ï✗✷✕✮✜P✰▼✑✒✰✩✭▼✣✷❅➎✰✍✕✘✶✢✭▼✣✷★✲✭✩✎✝✣✷✚✢★☎❂●✳✍✜ ★✩✣✷❀✛★✩✣✧✰✩✣✷✜✒✭✩✕✘✭▼✚✢❂◆✜✛✰■✫ ➝❳◗ ❘ ❙ ❚ ❯ ❱❳❲ ❙✾❨ ❘ ❩ ❬❳❙ ❨▼❭ ❪✱❲✟❯ ❙ ❫❳❯ ❴❳❪❳❪✱❵❜❛✮❝✢❞ ❡✱❢ ❣✐❤■❥❦❤ ❝✢❧ ❣✐❢ ❣✱♠✢♥✱♦❃♣✐q✮❩ ❯ ❚ r✱❙ ❘ ❘ ♥sq✮❚✉t■❲ ✈✉✇✝①✩❩ ❘ ❘ ♥②◗✉③✢③✢④