0 ratings0% found this document useful (0 votes) 40 views17 pagesML Contd.
Notes for machine learning
Copyright
© © All Rights Reserved
We take content rights seriously. If you suspect this is your content,
claim it here.
Available Formats
Download as PDF or read online on Scribd
Hw |
aoa
x
zy = —| +2? of? =
3>0
NAND, NOR, NOT, XOR
NAND
% Mn ofp
4 oO 0 f
g Oo | }
fa { 0 {
D toy O
Z = Wory tym + rN, |
ZZ wo = +!
wo) = OFS
Wie -0'G~
-
hy
fy
ca
ttt Salty
~” i4 — \
* aa a
= es 2 hy
= nie
a Ma
2 = [wore
um OS
Zz '~o0-p5 Me
i = lo >0
m= l-o-o+¢ oye ~
= oe So 6
~ cf
43 = | -075~0 4
= 0-365 ofp 7
2y= 1-0:75-0%5
= Ip 8s
4 = -04s <0 e/f=0
Pesccep tron. Traticig Rule SAfoujay
Wee wee Awe
Urteeces
Aw = 1 tt- 0M
ta tauger _0/f
o-> femrecated olf
4 “4 deauuing vode
Wer Wont saurypu- boy sawuple Bh ANN, 60 Wes are, Wok taking
Y
Attach be frye
Gus’ Ano
an ofp Za Wott Wm Hy
o oD Lid*= Wo = -!
| oe vey
a 0 Weg
pol zat an tan.jeep oR
x (0,0) ~~ erie os ato
zecls
r/o)
Ls
= -l
- -1 +4 vi; = Os
z x e
= | 70 J = |
now, we wicd to wo dl fy pur wectgeds
2 (t-%) .
‘ = es DW? = le pe
Awe= 05 (-1)]. = -0'F
woe hos
= Pee
a Wo=-15
Bw — 9-5(-Dtd= 0 a
wis arora ese HS
Bor = 0:5 EIN) = - Os
wb, = 2-0'5
Epes
=> 2) =F + 2 +1 Sx,
Z (0,1) =
Za St O+)S
=O _20__ojs Jia
Wo = -l5-05 = -3
w= aro = 3
W, = [*§-0+% 2] ys> z= -2+an ty
rv
z= -are+]
= -1 ¢< Oo 4 =O
& (1,0
z= cAtAat+o
- gf zZ° g= aux
G Now , gat up dase
t 4 4b = (t-9)
Ce = a
_ pw = O'S 1) = | Wo = -2-0'S + -95
pw) = OS CVU) S| w= 2-0'5 =1-5
a Aw, = osljo = O >] w2=1F2 =|
> 2g = at Su th
D U9)
ze DS th5 +0
= -1<0° j= ow
Vv aD.
z= -ag+ie+l :
- 020 gol —
Due fonverde mid Ores baremauss pays malts “7 sage: Flere
Tue epods /tlean ow )
a, 3 forwewrl pe
== a parrwarel per
—_ as
ee ee iewahow 5 aur worreede ouput4
Nor
eas °
uy om Off
we Ao ° 6 4 Cy,
go ! ' | 4
aan \ 1 yoR auach bee hp rrnssr he
> pt 4 using feucuprove Rett beecatirn
pur ctetes pette anit” wor
am Meare wilh ponmesig ley @, Heme WY
wool), 022, wee ae wor wary separable.
dodo tia ool! pone Mi tenon
data but vt wD al bres thy
o i
ob wotl
: 2
nest Ow 7
eq:
Hedda thax slaw outle
aud we pauls 10 pvoktr Wee
spose » Hay ose Sd NOEs
palate WH (fae daveb pur cleda corre »
4 \ sod
1
[wt
a eh 4 ee
= “4m +My (ror)
= yt tHe + HMA,
= xl) +m +%)
= Pur®) (iy TH)
= ut) (ay)!Ma.
OM dane,
_a)ospay
2
1 Feucephen ute pr =
Aug cascee pity Morey ee Coany
Pewble Cate
NOR camndr perae solute pees Femup ron Rae. =
base Hinglee Menon’)
Yu
heady
ig
ayer
Hho Space] for HOR cowl of tue»
chy and ba ame Clee et aut Vy andy
gener Hote waerg nts auntped to & Bw | 2 Wand by
de dow cumcter iw . —
D1= Wher Yk Cenmaple)
Buk wow-lineav haber tauuot be teptsiateds by a Line, bo, wt
vid com tp teparate foe wens LPrsar ada.
Teme Aue tuo arnt for ANN yuodel bul leling :-
ai Me. Of neon
oir) No. 4 beyeuu oe : - -
battuatious davsttons dale ULE pevsd ble fer Cues & bor woe!
| batlatiag. Eon Uraacsity) E
| aber T tester meets wsitiple puttvatione fe font but ve
howe shud Ligmaotal posers peated rd Fnaepeni
- # & the Lieshie a
|~ Oot a
/
yooh) Chor bahay Clasp ot,
. vau= Dy - A ype L w Bo it. t
hy ese 4 io on
“ ;
5 SN | on 4: er mgi-aam -A
x SM :
T= OF ee by ais Stee)
qe Wx, = 06 ne ff} oar
forware for =
a Le Watt Mn % .
fs countess) #109104) pratt
= 140-0354 0172 aS
5 | gulpra layer a4 |
we 1-755 i
Brel Warm t Worle
1+ (oMo35) + (2O(0-)
"
Q
1 2 It O abe 0-54
Rae een res
4
y= lh)
= t = ! =f =08sy
Ire Tren ipo 968 e-$
Yor © Uh) |
= I = ! = 6-943
bre els
O Ie Wight Vaya i - ‘
= /+ 0- a5¢9 + oieoy
.
~ < = oO | ¢
Tron 623 a> ayy
emer = (targes pretrsed )
+ [- 0-403 \
=e eile Qo
— yi ee
Now wit Will olo bark prpegation ae
tate? baely watges We uh changed by A wet broe
o> i Of UG) laj- Fiagrle we
Op a- GP Echos yy ge a btddeue art
Ga aw ereerotl Manas Usee ‘iad wart i
k a tae Ootpa dunt
“uae jerome aur obtarnecl by orpyg chats rule om tee
Ever
“Ay, (ngs) Chi -
"to: 093) (1-09 1993) (IH 0883)
9.993 K ONTXONT
. aol dog ————— A Wa ae Fines §
<< ee laren pe
d= yy Clegrl oe v1
. a ast Sik 0: 954) 7 ( 0-01209% 0")
- = 0000441
ae U-wl 5. va)
= 0.003 U1 p+ ays) (% orto Bx O-41) = 0 comsjan Urn YH Ove f te,
rahe belting Ay Oe ceepers
dywurnid Ba meeddt” ©
ser tanwot apply ©
an Vd J) tay tudroraual
Has 4 fal pruaet a] “igs
prbil, ptanteng
asl tf, 038. teil ber
bepause
Bus oe SU
Av) = 9 dy)
~ pk
> 0-0) 04
«OOK Oras
‘ “ pus pe” nad
Vi Vit OMe
© pd + eet 0° 0103
o°4so4
bin = 1 Sp
L5H OOPIDD KO BAS
p DPlose
Va = Vy) t+ BV
= 061019 + OTE
09 91t8
‘AM = qa a
© OF XK 01000444 % O95
5 0000157
y= pion + Pi
= Ol+ GO p00)69
O-loni64
Aun Nan
= O:GK OOON3K Brae -
wig O44| Mauctue do anus,
a °
NOMA Sans
mew on - 8
(ue parreection gs SA to tra
betwee a Bee te,
“a2 4 The sale of os a Pace of
“ Huw sta Of Pealreomr at,
) Ob price ier bers |g ad
7 hobby, ~
» uke 7
Whey vu URE) Ata eka, howe y &
= X= AE Ata doy deck
a oo
Huhaw wt use Yeager Devote fearuaee Feayp
= X= 2 XH Muth eg
~ Wma Pata:
Xa= lowe | X= ACE | yt ans
en
tin Hrourand 4-30
SO Eee.
TS, Bee
60,004
Go 008
JH = go +3sryorue < Br
.
Hy = sacene + 155000 168,00 $8000 = 642s
Tq
Kyl = 30 |X asa = 4S:
ae : —
Xin = 50600 X ran = 29°C
td {ot thaw womwaligahonfe bevowet Apia x
aud OL Wao’;
an apry day wodtt, So, ae fan
ere
pabne pur We ob t
dandy Mabe alot
daatwarornalty .
do, ww wud 0 cinder foe? we oh featuees curcs 4 dk Ung
beat © Crterhen
Reguioustsariow a ale over dh Hur Hobuniguess PR featue, ay
uur dui quer fer fea Setter '-
1) Saber Lebahion
'on)
2) Shrinkage, ¢ Regdantaoe
3) OPasnionalil Prducnion. (FCA)
) Zac Ulurlow |
2
2) Best dubser deliehvon ' Ther pecotens to $e Hata best
Aasbrset fe tr wo mould pute wore , BPH:
aubak whole gfe manta QP, ull he the
bus pate Abpet :
© Caleulater Subsers
+ Penporn frabalieg avy OLL Labsets
. Geubeets os Ha Wana Q2
8 Bete Subnek .
Paes Pua 3
» dee dl iy was pearaies
Defer Ke 24 f (p-# hex) -
Tr Ks Van deagit at (fof 2
B® Tae kK poudP crys & 2) Model, pred conte!
dele He . ~
beth auor Hote baat
Manns Ra Me
= Ping
best $y Me bey or
ial], [fem
Tus, n5i
= Ms - J ms 3
| a) Selah © OY eth ctl fas a.
MaMa) ow, are
2, >, fF vaung &
Bei te 65 J toma Fane tin
ecu -
x pr Mo denote MW model.
> Mo = ibe
2). fon K=0, yon ped
nial daar all pow models mar Augrasek Hae predidow in
By vette outs aclelifeuels predict, awl suub fee bet
au FU
=> Me = ta fia bese feow fate few wi &
Nox = fxd dluokd a4 Ms
Moy 2 $5 dab Mi = fd
eee bm} —__— te
a 6 fend VU Mr = 19,74 2
ee
> im ate vw M3 = £94, 2, 2?
M3, Ma"
5 Mu 2 $3.80 nd,
~ - — vgt OAL Huby featiset *$0) Hav.
A> stat 40 Barthes ty, 4 ;
pe vate
a,
But, as Mr ot
jag, wuwr wat oop valet’ vow
Had mutlccols bes & dvaurhae Gere yy),
peatuses ote was Bet evan
4
ens alk 2 4th, Wb fairey
puree ,
4
neigh be, sore paises 4
, v
aud BLE Gs AOU eo
mucus have (uncle.
Cte ust alr Mt
(i) Bae and Fearae Goubien : poms! =
4 Pf mts, IF
$y ms Mas
ty He ty
fa, 3, 748
$y ma nud
fa) Hag ty $ My ey 3
$Y) My 3 ia
; Lom my
> LH) xh $4}
fo 5
ty} :
featur Llatow a :
‘ute Hwee, se
enw oo
QTGME ESC stay aiferent natueds
3) butedsled p C dtattshyar hitttrerly ter fs)
vs S.C pattenets eobedale d
olasso , Riclge, ( Reguters zation)
Tree
iy pS)[Orappe Autis ay. )
‘fi FEM Suter toa ni
lotto
) bactewson,
VAUAab ov 2 = dafoutay
| G0 - i i ore © Hethatans wey “ -— aaforyen
ma thdar AED ro led Pujorm on Oe owe he
pattieds 2 Mreltes tate
bas foes
1D Moltout Metuot
Qe Lire, Hut dates 2
fat
set. The hat (aw be clfnPals
; 30, be) 40 ov $2) 50
: clipending us Hee ube tase . “Ty alates Spuit rappers randewtly aval
vy Cauda busier vuitiler elatas cues up ba Frain and tet alates,
Drouibarks > + Test ero states auw Wg hty vaitatte (Wile voatama
. tu ob Fema aus up Pathe
awd te AAA Ove Ululuy Ohservasie ~
1 ely apa ra
Pralang oul Habhay Ao.
Aduaudage - Compe datibvaltg fae Mpemuint
} vO Cero Vall i fs Ate + Shpervaroe
wn diauy One Out Cerdss Valtolasion « We, auturs a “gta whe —
05 tht date Bande Caarugtitiag hie us teint oe
fad HL modi us Pahred. tus pun cowntuus for enue -
pew peta
4 faeces aeiw ‘a! aduaples Br ther Hataset, thsur We “ _ 4
= 3 caleulayed
aL furse TAr Oma
Gn) wands , Ta eutniage of
eiinashed as Hee Exee10"
= a
C Voy FL
Vy 7
II
WSbus.
~ va Clo
_ agi Wabiinsede eatinvales
—---— CV quetiods giiws oncia ,
Bawibasit :6 fear Oris out Vij wad hee a an
TS) te
nBi. “
~ “=
qh hy
t %
xe [um “" 5 dee
u— 3
VO}
Xm sop J OP
Steps of PA
2 Aid waar contend datas (t-7).
o,
uw Galutak: vara mahi A,
do) pd Ecgevevalucs [A-ALleoe
OY) Fad Bijeonento or cacy égenvebue
at) Find pusjenteds late -
Prasaw- censored dota). [i Ur. = Tpigfues daa}
° i ap Ejenueion
tatu food do v0.0} UD aetudeel .
Ge) Varun eaphusuch by ae component = Ae
Za
% Fi
mp mt mam
|] E) mem rime.
RL oy =, ohLA
| LA ets
| “i foe ot
. Wu vee foe Phtuaouatthy Ritupidv,
Ouse Pyro ue us to et Aetees
(KY cl euwous Br
MAE Hee charters boss 8 sua?
au Hote
Phase
Meee, Hier hater Coun bey pogesed on fos
Us ou poidag Efomaahion,
Bud, y Hes panier gue stator ov. nmand |
Paeeees ude be atngte poier gor Me
Laud ©
and thoee utr bea olata lois
Pat wdfn * Byes APaeen’eng
ant, fuw wwe poe vasetranee
v
Ke Abner Onctitaceun aud
Yue dude wttu'ele alinadi Ove cophucet
dtr maruinuny yri?ah'pw urd ure
deter Loss wwe Cr bear aud | yp ie ebiaswos ovality reciceh'ony ,
© chew tw
We esc fer how nul
Mdir'ons
aurovdingty CE ba heaticarse / Wie Cw nly) dese |-2/+ of data.
lw Po, we pune eu dag eee APostustoueal date to Dew
teOtas nae Lystien.
7 thevue only a Of there bnew Aiotustous Janis tab euplafios
MAO of thy pastas ow fa tee olsota »
5 thee ares eu outvogonel to ert onace [fodlspeod. st)
|e Paasject 4 due date K Ou a velor U geltly Hat
4) hy yartowe oh tu pj plaks va vragen, «
6) ube duit wer.of obser prs Anh Pah, Ontpuk,
ohn
plaest’ £ daeanht
Hiualy Cottey isl with eels ;
o “covapsattn ably emptinst pe» Gin witth + 2 i
sths ~~.
Aglunmutmegers bade per gua dataset a
“a a ae = ay
5 ee we ets ee —
i_fs] 3 * 10 Mo = L
—. i / '
ras Rawr i t
aed = = he
a
By Ejeet tors Vaidekion 2 Thay volioker clobociel ut Aiwa
k pets of alowes plntst egual sizes Lhe fest ah a
ee
_ ite Fk errant Caleutated ABE offre fe Hip chia ela
Han fet aut qa Hate pro cor vl wipeated for eeete feta Ck why,
We bases feted ke! modill, £0 tua fore eunou- willl be
— See Sse kena
@ Stexdarh re § ke wv Ease a a Sr 2
~ 7 9 pow valine og eer rae LL
’ Vewaasty As tir no-
be ti rns Poe 4
aia he apa Ree