Linguistic scaffolds for policy learning. Jacob Andreas Berkeley Microsoft Semantic Machines MIT
|
|
- Magdalene Caldwell
- 5 years ago
- Views:
Transcription
1 Linguistic scaffolds for policy learning Jacob Andreas Berkeley Microsoft Semantic Machines MIT
2 Linguistic scaffolds for policy learning Work on language! Jacob Andreas Berkeley Microsoft Semantic Machines MIT
3 What RL can do for language What language can do for RL Crafting environment replace make plank the last getletter wood of use the word tools drop makehead stick get wood use workb change make cloth the final getletter grassto use t i facto add makea rope z if the get last grass character useis tools a make bridge get iron get wood every vowel make bed becomes y get wood use tools change make axe only the get first wood consonant use workb to first make shears & last 3 get letters wood use workb delete get gold every vowel get iron get wood replace get gemall n s get with wood c use workb
4 What RL can do for language Daniel Fried Ronghang Hu Volkan Cirik w/ Anja Rohrbach, L.P. Morency, Taylor Berg-Kirkpatrick, Trevor Darrell and Dan Klein
5 Generation & understanding Turn right and walk through the kitchen. Go right into the living room and stop by the rug. [Anderson et al. 18]
6 A reference game [Frank & Goodman 12]
7 glasses" [Frank & Goodman 12]
8 glasses" [Frank & Goodman 12]
9 glasses" [Frank & Goodman 12]
10 glasses" [Frank & Goodman 12]
11 The rational speech acts model L 0 (. glasses) L 0 (. hat) 1/2 1/2 0 1 [Frank & Goodman 12]
12 The rational speech acts model L 0 (. glasses) L 0 (. hat) 1/2 1/2 0 1 S 1 ( glasses. ) L 0 (. glasses) 1 1/3 S 1 ( hat. ) 0 2/3 [Frank & Goodman 12]
13 The rational speech acts model L 1 (. glasses ) S 1 ( glasses. ) L 1 (. hat ) 3/4 1/4 0 1 S 1 ( glasses. ) L 0 (. glasses) 1 1/3 S 1 ( hat. ) 0 2/3 [Frank & Goodman 12]
14 Pragmatics Q: Do you know what time it is?
15 Pragmatics Q: Do you know what time it is? A: Yes
16 Pragmatics Q: Do you know what time it is? A: Yes I find his cooking very interesting. [Grice 70]
17 RSA game tree speaker hat glasses
18 RSA game tree: as speaker speaker (listener) +1 hat hat glasses glasses -1
19 RSA game tree: as speaker speaker (listener) +1 hat hat glasses glasses -1
20 RSA game tree: as speaker speaker (listener) +1 hat hat glasses glasses -1
21 RSA game tree: as listener (speaker) listener?? glasses glasses?
22 RSA game tree: as listener (speaker) listener? Language use is gameplay!? glasses glasses?
23 A recipe for pragmatic text generation 1. Train a base listener model smiley glasses plain glasses hat & man glasses glasses
24 A recipe for pragmatic text generation 1. Train a base listener model 2. Train a reasoning speaker to win when playing with the listener +1 hat hat glasses glasses -1
25 Application: image captioning 1. Train an image retrieval / gen model a snake is slithering away from Jenny
26 Application: image captioning 2. Describe images using the listener model for search at inference time +1 a snake is slithering away -1 the sun is in the sky -1 [A & Klein 16, Vedantam et al. 17] -1
27 Application: image captioning 2. Describe images using the listener model as a training-time reward ( self-play ) -1 the sun is in the sky captioner model retrieval loss [Yu et al. 16, Mao et al. 16]
28 Descriptive captions [Vedantam et al. 17] seq2seq captioner: this bird has a yellow breast with a short pointy bill pragmatic captioner: a small yellow bird with black stripes on its body and black stripe on the wings.
29 Contrastive captions without contrastive data! (a) (b) (c) Mike is holding a baseball bat. The snake is slithering away from Mike & Jenny. [A & Klein 16]
30 Application: instruction generation 1. Train a base instruction following model 2. Train an instruction generation model to get the follower to goal states
31 Application: instruction generation seq2seq: Walk past the dining room table and chairs and wait there. speaker-listener: Walk past the dining room table and chairs and take a right into the living room. Stop once you are on the rug. human: Turn right and walk through the kitchen. Go right into the living room and stop by the rug. [Fried, Hu, Cirik et al. 18]
32 Listener mode human: Go through the door on the right and continue straight. Stop in the next room in front of the bed. seq-to-seq speaker-listener [Fried, Hu, Cirik et al. 18]
33 The rules of the game +1 glasses glasses
34 The rules of the game +1 hat hat
35 Killer robots [Lewis et al. 17] Bob: i can i i everything else Alice: balls have zero to me to me to me to me to me to me to me to me to Bob: you i everything else Alice: balls have a ball to me to me to me to me to me to me to me
36 Killer robots [Lewis et al. 17] Bob: i can i i everything else Alice: balls have zero to me to me to me to me to me to me to me to me to Bob: you i everything else Alice: balls have a ball to me to me to me to me to me to me to me
37 Problems to work on How do we use tools like self-play and tree search while remaining within the rules of natural language? How do we do efficient search in string- valued action spaces?
38 Problems to work on How do we use tools like self-play and tree search while remaining within the rules of natural language? How do we do efficient search in string- valued action spaces?
39 What language can do for RL w/ Dan Klein and Sergey Levine
40 A crafting game make planks make sticks
41 Learning with sketches get wood get wood use saw use axe
42 [Su$on et al. 99] The options framework
43 Unsupervised option learning +r [Bacon & Precup 16]
44 Learning with intermediate rewards +r +r [Kearns & Singh 02, Kulkarni et al. 16]
45 Segmenting demonstrations Ï [Stolle & Precup 02, Fox & Krishnan et al. 16]
46 Learning from sketches get wood use saw Ï [A, Klein & Levine 17]
47 Modular policies get wood use saw π 1 π 2 get wood use axe π 1 π 3
48 Modular policies get wood use saw π 1 π 2 get wood use axe π 1 π 3
49 Modular policies TURN LEFT π 1 get wood
50 Results: crafting game
51 Results: crafting game Sketches: modular Reward Sketches: joint Unsupervised x 10 6 episodes
52 Results: locomotion
53 Results: locomotion Sketches: modular Reward Sketches: joint Unsupervised x 10 8 Tmesteps
54 Generalization What if I don t get a sketch at test Tme????
55 Generalization What if I don t get a sketch at test Tme? 100 Unsupervised Sketches Training AdaptaTon
56 Moral A little bit of (structured) language goes a long way!
57 Beyond structured sketches Language learning Learning from demonstrations itch itctch emboldens emboldecs dogtrot dogtrot first & last 3 letters loneliness locelicess vein??? [A, Klein & Levine 17]
58 Beyond structured sketches Language learning Learning from demonstrations itch itctch emboldens emboldecs dogtrot dogtrot first & last 3 letters loneliness locelicess vein???
59 Pretraining via language learning wonderful f( ;, ) wonful first & last 3 letters [Branavan et al., 09]
60 Concept learning emboldens vein loneliness L(f( ;, ), ) emboldecs veic locelicess
61 Concept learning emboldens vein loneliness L(f( ;, ), ) emboldecs veic locelicess every vowel becomes i
62 Concept learning emboldens vein loneliness L(f( ;, ), ) emboldecs veic locelicess every vowel becomes i 128.6
63 Concept learning emboldens vein loneliness L(f( ;, ), ) emboldecs veic locelicess every vowel becomes i change consonants to c 52.3
64 Concept learning emboldens vein loneliness L(f( ;, ), ) emboldecs veic locelicess every vowel becomes i change consonants to c 52.3 replace n with c 8.3
65 Prediction (f( ;, ), ) replace n with c
66 Evaluation loonies L(f( ;, ), ) replace n with c
67 Evaluation loonies f( ;, ) loocies replace n with c
68 <latexit sha1_base64="6dtskclha7pt7ua1kd9l70axyac=">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</latexit> <latexit sha1_base64="6dtskclha7pt7ua1kd9l70axyac=">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</latexit> <latexit sha1_base64="6dtskclha7pt7ua1kd9l70axyac=">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</latexit> <latexit sha1_base64="6dtskclha7pt7ua1kd9l70axyac=">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</latexit> <latexit sha1_base64="6dtskclha7pt7ua1kd9l70axyac=">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</latexit> <latexit sha1_base64="6dtskclha7pt7ua1kd9l70axyac=">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</latexit> <latexit sha1_base64="6dtskclha7pt7ua1kd9l70axyac=">aaacqxicbzbbsxwxfmcz1ra62nbbhr0ef2etzzmrqgu9sntddxuvxbv2luvn9s0atdjj8qawdovh8nn4k+136efwjh71ymacq6s+spjx/+clef8kv9jrgp4n5p7mp332fggxtbt84uwr9us3+y4rrmc+yfrmdxnwqktbpklsejhbbj0opeiov1b+wu+0tmzmj6y5djvmjeylaplsqb22yratlc0orgl+o5t245otasy81tjvnx/mlfmen56ur4/anbax1sufqtrahzw1m2pfx+nmfboncqxodaiwp2ejlqrqogvfhcmcxdfmcodrgey3lovjznznk2oeztyvq7xw/+0oqts31yk/qygo3h2veh/zbgwln4alnhlbamtdq2mhogw8iomppuvbauobhjx+r1wcgqvbpsxw/a39lba3/l3bovqgzl4rmyrnncqv+bci+9e8hp2nxht2ot0pnc0vtwwlbiwtsi6l2ee2yb6zhdzngp2xc/ab/ql+brfbzxb1d3quahresv8qulkffy6v0w==</latexit> As multitask learning Pretraining data Training data wonderful wonful emboldens emboldecs glabrous glaous vein veic itch itctch loneliness locelicess arg min L(f( itctch itch ;, )) arg min <latexit sha1_base64="6dtskclha7pt7ua1kd9l70axyac=">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</latexit>??? L(f( veic vein;, )) first & last 3 letters replace n with c [Caruana 97]
69 As inverse reinforcement learning vein replace n with c??? {<latexit sha1_base64="h0oi12vvfczflvoyzoq3lwhxltu=">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</latexit> l< ta xe ti s ah _1 ab es 46 "= 0H Io 21 VV cf FZ Vl Yo OZ 3Q Wl Xh tl =U >" AA CA 3u ci Vb df 9a AR JF E3 xr tq vb RX 6l LF ay lt US Bp YQ it /B gi MW tf zc hs E3 ux mt nm 3k mr ii xw 6f /P fr F/ yb Zf HK rb Rh On Hn PP bn 3l k0 Ko 8Y wp vy vn b3 z5 99 G7 e/ BD 8w H1 0j bd 4T N5 WW Ou 1M K7 pu m+ FY KA Th rm Mr TT is UM cq TS P9 dx 5p 8/ GQ E1 bq Z7 YZ xv QA ls sc BH io Zo ex w4 I0 Ct Iq hs fb pp kk Y/ Ux NU WG FW Fc Pu 9X ON H3 nm 9d dj fd 45 KK /N Z3 wv rd nb da 8p Ja GO aw pg 6M gk mt nn df O2 j+ Um Gp 1s 44 1D Tz aq 5s 1Y Wy cg st +M E6 Q0 WD MB jh Kh rt Nx pl 8W ll ZB sl YG Re WR mn A5 8W le gt rg VD Ab 2z BG wc Vc GF ij rp z+ Tp Ou Wy eh ra Ue Tp 73 6r BO pw lh bk Mr kr ze nr kx 7/ 5R fb XN Sc UN VV Ut Hf RV kx qt 9S 9r sb E2 mr l7 g0 gh rw 3i nu G4 rg 1h xf wa +9 6h f0 Zj f1 S1 Qo bz u6 Nf PM 2K 6B Dx 51 z6 sa Nk FM fo 01 w1 Dv N+ mw 0n W9 8B H+ YY Q5 5Z rr Jb Eh kt TJ kk 8H Rk Rm OF nf bn g3 vt 3z j/ /c 7+ 1L pe jv 4d pn rj d4 /e da k1 z1 =Y /< al et ix >t l< ta xe ti s ah _1 ab es 46 "= 0H Io 21 VV cf FZ Vl Yo OZ 3Q Wl Xh tl =U >" AA CA 3u ci Vb df 9a AR JF E3 xr tq vb RX 6l LF ay lt US Bp YQ it /B gi MW tf zc hs E3 ux mt nm 3k mr ii xw 6f /P fr F/ yb Zf HK rb Rh On Hn PP bn 3l k0 Ko 8Y wp vy vn b3 z5 99 G7 e/ BD 8w H1 0j bd 4T N5 WW Ou 1M K7 pu m+ FY KA Th rm Mr TT is UM cq TS P9 dx 5p 8/ GQ E1 bq Z7 YZ xv QA ls sc BH io Zo ex w4 I0 Ct Iq hs fb pp kk Y/ Ux NU WG FW Fc Pu 9X ON H3 nm 9d dj fd 45 KK /N Z3 wv rd nb da 8p Ja GO aw pg 6M gk mt nn df O2 j+ Um Gp 1s 44 1D Tz aq 5s 1Y Wy cg st +M E6 Q0 WD MB jh Kh rt Nx pl 8W ll ZB sl YG Re WR mn A5 8W le gt rg VD Ab 2z BG wc Vc GF ij rp z+ Tp Ou Wy eh ra Ue Tp 73 6r BO pw lh bk Mr kr ze nr kx 7/ 5R fb XN Sc UN VV Ut Hf RV kx qt 9S 9r sb E2 mr l7 g0 gh rw 3i nu G4 rg 1h xf wa +9 6h f0 Zj f1 S1 Qo bz u6 Nf PM 2K 6B Dx 51 z6 sa Nk FM fo 01 w1 Dv N+ mw 0n W9 8B H+ YY Q5 5Z rr Jb Eh kt TJ kk 8H Rk Rm OF nf bn g3 vt 3z j/ /c 7+ 1L pe jv 4d pn rj d4 /e da k1 z1 =Y /< al et ix >t l< ta xe ti s ah _1 ab es 46 "= 83 3u sm 8d Lc ni lp iv fo pg 9/ DP 9R =0 >" AA CA XF ci Zb ND gs xm IF zu a9 O+ br rz 8N ie Ii ys 04 Xa ig c7 Bi sx 3D GS sk cn qt ZG EZ yg hq 6n ma 95 ZB G/ bn yj cb Mx 7u tc wf fi y5 3Y 59 ow U5 bw /z xt jk 7u /e Hs U1 3P Oq Wb 0j a8 Zt W6 am QL Zp LJ YN Ii sb E4 Ad z0 AH pa pa EJ PH Rr K7 o7 19 B9 Sa Fb 5i nm CE kz ti Yi WU sk B1 1k lw b7 wk vt 7g C+ lf Vr Oq Un 1g Sj AL hf CK ad 3D v0 WN OF Gl UG 8w NI gm p0 To ym ag FF RQ QL VY u7 cu nd ov xn CW 7p Mh lg v+ Fd ht tk 05 kl yb Eb PT mv xr /D w6 z0 7M J4 yc Sb Iz gc 4y G/ cg Gd s4 0I pj Ck va cj qa KG V2 x0 Rn FJ Lq RH Mu 9E CW K8 uh c3 xp UQ VM dj g5 RF 4k JS QR Bl WQ rv CL Z3 P/ Nz Lt ha 9d 2X bv /b K7 qe ko nv A6 5L B6 dr go Uf VQ E1 YU ez L0 zv X4 6w 8X cu 8K q4 C8 az +K 7f +F 1W go =c /< al et ix >t l< ta xe ti s ah _1 ab es 46 "= 09 a7 hl H1 gk Ks qe RM w7 at LR IV 5O =o >" AA CA Hs ci Vb NF 9b wq HE CX wv tk Lb yl Vs Vp k2 1K rs Ai Jh QC IA Dk Ci xk ab 1V EF c2 dy ta an 2S 7g yq R+ 8v /N L4 5B sx HQ LT LS ea /3 MP Je z7 gr jp /4 nh NE 66 ef uf av 73 Y0 tp Yn Pe rj bv 6J uz cn 5c 2r tw 3z wi EK FW yc su Lx GN 6I ch m4 +l b+ Xb 7T h+ qn uk tv Vp 6g Cm SZ KV cw 6F pk 8v GO gc 0l Up UG LM O9 0O Ln rk xq KY py wt 42 fb V0 84 i8 /d DO My u/ QR vr m9 8N nj Dg P3 /c +e xy zy F0 mj Kh ej R6 DZ Z3 67 pp ka zg TX Ai D3 IO F1 1x 2w Y2 n9 R8 0D kj Gh Es G/ MO 25 xg W1 L1 Vx FW uk Zw Fh je 2c ad tc B4 7K Li GU +G XC Ms FS xh ou KN bk ne 0b Dw FM WL tv 2V px Pw b6 U4 ZA 1s 5K 9v Pn Da 1a vn fy mt th T+ 1J mo ap xi fv yn bp WS N1 9+ g+ dh ID Vr 5x FA Lw 1/ Kb 0z DE /t P7 vi OY S/ aw /P 6m xn Uv GY 9v I1 W2 wd gn bp 2r Pn IV s3 kb 60 b6 O4 5T IL nl Zy Ye Jb ne IZ M9 US ej Dk kf za mk 8c JL 2r va Be cy ah D9 lh s6 Qr D6 f0 HP F5 Eq j8 Ke 9t PY /< al et ix >t l< ta xe ti s ah _1 ab es 46 "= 09 a7 hl H1 gk Ks qe RM w7 at LR IV 5O =o >" AA CA Hs ci Vb NF 9b wq HE CX wv tk Lb yl Vs Vp k2 1K rs Ai Jh QC IA Dk Ci xk ab 1V EF c2 dy ta an 2S 7g yq R+ 8v /N L4 5B sx HQ LT LS ea /3 MP Je z7 gr jp /4 nh NE 66 ef uf av 73 Y0 tp Yn Pe rj bv 6J uz cn 5c 2r tw 3z wi EK FW yc su Lx GN 6I ch m4 +l b+ Xb 7T h+ qn uk tv Vp 6g Cm SZ KV cw 6F pk 8v GO gc 0l Up UG LM O9 0O Ln rk xq KY py wt 42 fb V0 84 i8 /d DO My u/ QR vr m9 8N nj Dg P3 /c +e xy zy F0 mj Kh ej R6 DZ Z3 67 pp ka zg TX Ai D3 IO F1 1x 2w Y2 n9 R8 0D kj Gh Es G/ MO 25 xg W1 L1 Vx FW uk Zw Fh je 2c ad tc B4 7K Li GU +G XC Ms FS xh ou KN bk ne 0b Dw FM WL tv 2V px Pw b6 U4 ZA 1s 5K 9v Pn Da 1a vn fy mt th T+ 1J mo ap xi fv yn bp WS N1 9+ g+ dh ID Vr 5x FA Lw 1/ Kb 0z DE /t P7 vi OY S/ aw /P 6m xn Uv GY 9v I1 W2 wd gn bp 2r Pn IV s3 kb 60 b6 O4 5T IL nl Zy Ye Jb ne IZ M9 US ej Dk kf za mk 8c JL 2r va Be cy ah D9 lh s6 Qr D6 f0 HP F5 Eq j8 Ke 9t PY /< al et ix >t l< ta xe ti s ah _1 ab es 46 "= 8K Kq ta 3u er Gy +M dz 8Z xl Kl +8 bm =Y >" AA CA 3u ci Vb NF 9b wq HE CX wv Um ub IH ex qq h0 qa cv FI IJ UR Sl xj FA ke qt 02 qj JK 9M am k2 ql 0O ri HN j+ 4/ /3 gw ne xg dd pm tk /5 mf Tj j3 Jt CL D2 8D f6 3l t7 76 2/ jd fy od e8 Ta dr 2H x0 TN p1 jr Jj ye G1 pc JG is Jw Vk uv ZJ Rp UF vk 0E Xv fj a6 /c BU Rt tf s/ ss YJ aw QI eu gb ZH MW nr Zc I6 SU cr QL va 00 Sy sf r8 GK Dj li N3 jb 7t TQ 99 J3 fh 2b jg e8 uy fh yd cw +A 5x jm fy q2 hr mf Kr Fj UD ek 82 9r Rt 0V JN lu zy ld fj KT xm 1a Tm Mj hb ON Dy g3 Rb MA kz Oi kn 92 kt cw rl Yh lx oe Zy 2R lf w4 0a VF ix 7G ad AY 8X ha 4Y 7d AA Sh uz j+ bt uu Yu Oj la qd wu Gt /f Td gs Fj qm G1 2V ZP 1p Sr /P 8p r1 7m J+ 1G UF ct CW yr K7 0a tl bs fv Jo Qn Ky c1 go cb /C Wd sy B9 7A uf wz 2J Kh X4 Zj d9 S3 V8 ra lc tf ME 2I 79 Dw 0p z4 rm tl Aw /o xv Q3 ny 6r RZ IO +2 uh DO 2w UG +G 5Q S2 TE pe XH I5 8B MJ kd jr 5j e5 41 7L 91 5/ P3 e/ ++ KX 6X u3 5B mr E6 /X G8 C3 XT gm == /< al et ix >t l< ta xe ti s ah _1 ab es 46 "= 0H Io 21 VV cf FZ Vl Yo OZ 3Q Wl Xh tl =U >" AA CA 3u ci Vb df 9a AR JF E3 xr tq vb RX 6l LF ay lt US Bp YQ it /B gi MW tf zc hs E3 ux mt nm 3k mr ii xw 6f /P fr F/ yb Zf HK rb Rh On Hn PP bn 3l k0 Ko 8Y wp vy vn b3 z5 99 G7 e/ BD 8w H1 0j bd 4T N5 WW Ou 1M K7 pu m+ FY KA Th rm Mr TT is UM cq TS P9 dx 5p 8/ GQ E1 bq Z7 YZ xv QA ls sc BH io Zo ex w4 I0 Ct Iq hs fb pp kk Y/ Ux NU WG FW Fc Pu 9X ON H3 nm 9d dj fd 45 KK /N Z3 wv rd nb da 8p Ja GO aw pg 6M gk mt nn df O2 j+ Um Gp 1s 44 1D Tz aq 5s 1Y Wy cg st +M E6 Q0 WD MB jh Kh rt Nx pl 8W ll ZB sl YG Re WR mn A5 8W le gt rg VD Ab 2z BG wc Vc GF ij rp z+ Tp Ou Wy eh ra Ue Tp 73 6r BO pw lh bk Mr kr ze nr kx 7/ 5R fb XN Sc UN VV Ut Hf RV kx qt 9S 9r sb E2 mr l7 g0 gh rw 3i nu G4 rg 1h xf wa +9 6h f0 Zj f1 S1 Qo bz u6 Nf PM 2K 6B Dx 51 z6 sa Nk FM fo 01 w1 Dv N+ mw 0n W9 8B H+ YY Q5 5Z rr Jb Eh kt TJ kk 8H Rk Rm OF nf bn g3 vt 3z j/ /c 7+ 1L pe jv 4d pn rj d4 /e da k1 z1 =Y /< al et ix >t l< ta xe ti s ah _1 ab es 46 "= 0H Io 21 VV cf FZ Vl Yo OZ 3Q Wl Xh tl =U >" AA CA 3u ci Vb df 9a AR JF E3 xr tq vb RX 6l LF ay lt US Bp YQ it /B gi MW tf zc hs E3 ux mt nm 3k mr ii xw 6f /P fr F/ yb Zf HK rb Rh On Hn PP bn 3l k0 Ko 8Y wp vy vn b3 z5 99 G7 e/ BD 8w H1 0j bd 4T N5 WW Ou 1M K7 pu m+ FY KA Th rm Mr TT is UM cq TS P9 dx 5p 8/ GQ E1 bq Z7 YZ xv QA ls sc BH io Zo ex w4 I0 Ct Iq hs fb pp kk Y/ Ux NU WG FW Fc Pu 9X ON H3 nm 9d dj fd 45 KK /N Z3 wv rd nb da 8p Ja GO aw pg 6M gk mt nn df O2 j+ Um Gp 1s 44 1D Tz aq 5s 1Y Wy cg st +M E6 Q0 WD MB jh Kh rt Nx pl 8W ll ZB sl YG Re WR mn A5 8W le gt rg VD Ab 2z BG wc Vc GF ij rp z+ Tp Ou Wy eh ra Ue Tp 73 6r BO pw lh bk Mr kr ze nr kx 7/ 5R fb XN Sc UN VV Ut Hf RV kx qt 9S 9r sb E2 mr l7 g0 gh rw 3i nu G4 rg 1h xf wa +9 6h f0 Zj f1 S1 Qo bz u6 Nf PM 2K 6B Dx 51 z6 sa Nk FM fo 01 w1 Dv N+ mw 0n W9 8B H+ YY Q5 5Z rr Jb Eh kt TJ kk 8H Rk Rm OF nf bn g3 vt 3z j/ /c 7+ 1L pe jv 4d pn rj d4 /e da k1 z1 =Y /< al et ix >t l< ta xe ti s ah _1 ab es 46 "= 0H Io 21 VV cf FZ Vl Yo OZ 3Q Wl Xh tl =U >" AA CA 3u ci Vb df 9a AR JF E3 xr tq vb RX 6l LF ay lt US Bp YQ it /B gi MW tf zc hs E3 ux mt nm 3k mr ii xw 6f /P fr F/ yb Zf HK rb Rh On Hn PP bn 3l k0 Ko 8Y wp vy vn b3 z5 99 G7 e/ BD 8w H1 0j bd 4T N5 WW Ou 1M K7 pu m+ FY KA Th rm Mr TT is UM cq TS P9 dx 5p 8/ GQ E1 bq Z7 YZ xv QA ls sc BH io Zo ex w4 I0 Ct Iq hs fb pp kk Y/ Ux NU WG FW Fc Pu 9X ON H3 nm 9d dj fd 45 KK /N Z3 wv rd nb da 8p Ja GO aw pg 6M gk mt nn df O2 j+ Um Gp 1s 44 1D Tz aq 5s 1Y Wy cg st +M E6 Q0 WD MB jh Kh rt Nx pl 8W ll ZB sl YG Re WR mn A5 8W le gt rg VD Ab 2z BG wc Vc GF ij rp z+ Tp Ou Wy eh ra Ue Tp 73 6r BO pw lh bk Mr kr ze nr kx 7/ 5R fb XN Sc UN VV Ut Hf RV kx qt 9S 9r sb E2 mr l7 g0 gh rw 3i nu G4 rg 1h xf wa +9 6h f0 Zj f1 S1 Qo bz u6 Nf PM 2K 6B Dx 51 z6 sa Nk FM fo 01 w1 Dv N+ mw 0n W9 8B H+ YY Q5 5Z rr Jb Eh kt TJ kk 8H Rk Rm OF nf bn g3 vt 3z j/ /c 7+ 1L pe jv 4d pn rj d4 /e da k1 z1 =Y /< al et ix >t l< ta xe ti s ah _1 ab es 46 "= 0H Io 21 VV cf FZ Vl Yo OZ 3Q Wl Xh tl =U >" AA CA 3u ci Vb df 9a AR JF E3 xr tq vb RX 6l LF ay lt US Bp YQ it /B gi MW tf zc hs E3 ux mt nm 3k mr ii xw 6f /P fr F/ yb Zf HK rb Rh On Hn PP bn 3l k0 Ko 8Y wp vy vn b3 z5 99 G7 e/ BD 8w H1 0j bd 4T N5 WW Ou 1M K7 pu m+ FY KA Th rm Mr TT is UM cq TS P9 dx 5p 8/ GQ E1 bq Z7 YZ xv QA ls sc BH io Zo ex w4 I0 Ct Iq hs fb pp kk Y/ Ux NU WG FW Fc Pu 9X ON H3 nm 9d dj fd 45 KK /N Z3 wv rd nb da 8p Ja GO aw pg 6M gk mt nn df O2 j+ Um Gp 1s 44 1D Tz aq 5s 1Y Wy cg st +M E6 Q0 WD MB jh Kh rt Nx pl 8W ll ZB sl YG Re WR mn A5 8W le gt rg VD Ab 2z BG wc Vc GF ij rp z+ Tp Ou Wy eh ra Ue Tp 73 6r BO pw lh bk Mr kr ze nr kx 7/ 5R fb XN Sc UN VV Ut Hf RV kx qt 9S 9r sb E2 mr l7 g0 gh rw 3i nu G4 rg 1h xf wa +9 6h f0 Zj f1 S1 Qo bz u6 Nf PM 2K 6B Dx 51 z6 sa Nk FM fo 01 w1 Dv N+ mw 0n W9 8B H+ YY Q5 5Z rr Jb Eh kt TJ kk 8H Rk Rm OF nf bn g3 vt 3z j/ /c 7+ 1L pe jv 4d pn rj d4 /e da k1 z1 =Y /< al et ix >t l< ta xe ti s ah _1 ab es 46 "= 0H Io 21 VV cf FZ Vl Yo OZ 3Q Wl Xh tl =U >" AA CA 3u ci Vb df 9a AR JF E3 xr tq vb RX 6l LF ay lt US Bp YQ it /B gi MW tf zc hs E3 ux mt nm 3k mr ii xw 6f /P fr F/ yb Zf HK rb Rh On Hn PP bn 3l k0 Ko 8Y wp vy vn b3 z5 99 G7 e/ BD 8w H1 0j bd 4T N5 WW Ou 1M K7 pu m+ FY KA Th rm Mr TT is UM cq TS P9 dx 5p 8/ GQ E1 bq Z7 YZ xv QA ls sc BH io Zo ex w4 I0 Ct Iq hs fb pp kk Y/ Ux NU WG FW Fc Pu 9X ON H3 nm 9d dj fd 45 KK /N Z3 wv rd nb da 8p Ja GO aw pg 6M gk mt nn df O2 j+ Um Gp 1s 44 1D Tz aq 5s 1Y Wy cg st +M E6 Q0 WD MB jh Kh rt Nx pl 8W ll ZB sl YG Re WR mn A5 8W le gt rg VD Ab 2z BG wc Vc GF ij rp z+ Tp Ou Wy eh ra Ue Tp 73 6r BO pw lh bk Mr kr ze nr kx 7/ 5R fb XN Sc UN VV Ut Hf RV kx qt 9S 9r sb E2 mr l7 g0 gh rw 3i nu G4 rg 1h xf wa +9 6h f0 Zj f1 S1 Qo bz u6 Nf PM 2K 6B Dx 51 z6 sa Nk FM fo 01 w1 Dv N+ mw 0n W9 8B H+ YY Q5 5Z rr Jb Eh kt TJ kk 8H Rk Rm OF nf bn g3 vt 3z j/ /c 7+ 1L pe jv 4d pn rj d4 /e da k1 z1 =Y /< al et ix >t l< ta xe ti s ah _1 ab es 46 "= 0H Io 21 VV cf FZ Vl Yo OZ 3Q Wl Xh tl =U >" AA CA 3u ci Vb df 9a AR JF E3 xr tq vb RX 6l LF ay lt US Bp YQ it /B gi MW tf zc hs E3 ux mt nm 3k mr ii xw 6f /P fr F/ yb Zf HK rb Rh On Hn PP bn 3l k0 Ko 8Y wp vy vn b3 z5 99 G7 e/ BD 8w H1 0j bd 4T N5 WW Ou 1M K7 pu m+ FY KA Th rm Mr TT is UM cq TS P9 dx 5p 8/ GQ E1 bq Z7 YZ xv QA ls sc BH io Zo ex w4 I0 Ct Iq hs fb pp kk Y/ Ux NU WG FW Fc Pu 9X ON H3 nm 9d dj fd 45 KK /N Z3 wv rd nb da 8p Ja GO aw pg 6M gk mt nn df O2 j+ Um Gp 1s 44 1D Tz aq 5s 1Y Wy cg st +M E6 Q0 WD MB jh Kh rt Nx pl 8W ll ZB sl YG Re WR mn A5 8W le gt rg VD Ab 2z BG wc Vc GF ij rp z+ Tp Ou Wy eh ra Ue Tp 73 6r BO pw lh bk Mr kr ze nr kx 7/ 5R fb XN Sc UN VV Ut Hf RV kx qt 9S 9r sb E2 mr l7 g0 gh rw 3i nu G4 rg 1h xf wa +9 6h f0 Zj f1 S1 Qo bz u6 Nf PM 2K 6B Dx 51 z6 sa Nk FM fo 01 w1 Dv N+ mw 0n W9 8B H+ YY Q5 5Z rr Jb Eh kt TJ kk 8H Rk Rm OF nf bn g3 vt 3z j/ /c 7+ 1L pe jv 4d pn rj d4 /e da k1 z1 =Y /< al et ix >t cost function arg min Ê [L(f( ;, ))] <latexit sha1_base64="ehqpi+osq3iuv/rus12ofbsdhee=">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</latexit> <latexit sha1_base64="ehqpi+osq3iuv/rus12ofbsdhee=">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</latexit> <latexit sha1_base64="ehqpi+osq3iuv/rus12ofbsdhee=">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</latexit> <latexit sha1_base64="ehqpi+osq3iuv/rus12ofbsdhee=">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</latexit>
70 <latexit sha1_base64="/8rfhipqr2j1mpofacatkwdehou=">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</latexit> <latexit sha1_base64="/8rfhipqr2j1mpofacatkwdehou=">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</latexit> <latexit sha1_base64="/8rfhipqr2j1mpofacatkwdehou=">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</latexit> <latexit sha1_base64="/8rfhipqr2j1mpofacatkwdehou=">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</latexit> <latexit sha1_base64="lwz4difhtsmxqy3zapcm+i1hvok=">aaacxnicbvfda9rafj3ej9zodaupvgwuha3okojyql+kh9chihxctratws3kzjs0matzoswx4f/xz/lvngsj2k0xes6cm+fm3dtpxqhtwvcx59+6fefuxua94p6dryeprtupt3vlfcczr4pknaegsrasz0ayas9rhvcmbz6ll+86/ewrki0q+cusa4xlweircw7gucno5w4dtsiftbgaometfmkurixkljxc/xp8qdvxhvu5xe5u8mddgf3rrovzglli0+zdmztmgkvmi5i6pz33ur31fyika5mxc+27arrmlwucndiufkfhywgctso+6e0qdwbmhjpjtr0tllxclignl0drertwjm5agcelbanmndbal2gbcwcllkjjpj+9ptuoywhekfdjq3v2x0cdpdblmnu7u3b1utar/9pm1ut7csnkbq1kvjootwu1fe0ehmzcitff0ghgsri7un4bcrhxzxew9+h6ufjr5x6quygp1pnmmh7ba9aha9dzteqggk2p6yy4ftwnwmn0+fx48o0wyk3yldwjexkrpxjijsgjmrhubxgvvtfenn/ks9/631zbfw/wpchxyv/xgxd+2cm=</latexit> <latexit sha1_base64="lwz4difhtsmxqy3zapcm+i1hvok=">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</latexit> <latexit sha1_base64="lwz4difhtsmxqy3zapcm+i1hvok=">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</latexit> <latexit sha1_base64="38u3msd8clinplviofgp/9pdr90=">aaacfxicbzdnsgmxfiuz9a+orbzrn8eiiisy40axgi7cibxsd3sgksnctqgzzegyqhn6am59bz/gnbjybcxmu7ctfwif5yy395wo5uwbz/txkju7e/sh1up3qobwj08atz6wmalqpzjlnyiibs4eda0zhaapapjehprr7k7o919basbfi5mneczkitiyuwks1bk1wl7bkwtvg7+cflrvqonug1jslafhkcdad30vnwfolgguw8inmg0potmygaffqrlqyv7uucdnvonxwcp7hmgl+vdfthkt50lkbybetpvmrxd/6w0zm74jcybszicgy4/ggcdg4si0jpkcavjcaqgk2v0xnrjfqlhrume9wc8khu3cpxqumvjd5gfrk4sjrqlbqwvrlc3z/pzntlahd9x2vbb/7keqokvn6al56brdogfuqv1euyze0lvz4xw6x8uck84q8czak+f7f+w1ogc=</latexit> <latexit sha1_base64="ygegflhxuqc9mg7/d4825e2/rmy=">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</latexit> <latexit sha1_base64="ygegflhxuqc9mg7/d4825e2/rmy=">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</latexit> <latexit sha1_base64="lmvrh5/kvgafyub7+qrreexaogu=">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</latexit> <latexit sha1_base64="lwz4difhtsmxqy3zapcm+i1hvok=">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</latexit> <latexit sha1_base64="lwz4difhtsmxqy3zapcm+i1hvok=">aaacxnicbvfda9rafj3ej9zodaupvgwuha3okojyql+kh9chihxctratws3kzjs0matzoswx4f/xz/lvngsj2k0xes6cm+fm3dtpxqhtwvcx59+6fefuxua94p6dryeprtupt3vlfcczr4pknaegsrasz0ayas9rhvcmbz6ll+86/ewrki0q+cusa4xlweircw7gucno5w4dtsiftbgaometfmkurixkljxc/xp8qdvxhvu5xe5u8mddgf3rrovzglli0+zdmztmgkvmi5i6pz33ur31fyika5mxc+27arrmlwucndiufkfhywgctso+6e0qdwbmhjpjtr0tllxclignl0drertwjm5agcelbanmndbal2gbcwcllkjjpj+9ptuoywhekfdjq3v2x0cdpdblmnu7u3b1utar/9pm1ut7csnkbq1kvjootwu1fe0ehmzcitff0ghgsri7un4bcrhxzxew9+h6ufjr5x6quygp1pnmmh7ba9aha9dzteqggk2p6yy4ftwnwmn0+fx48o0wyk3yldwjexkrpxjijsgjmrhubxgvvtfenn/ks9/631zbfw/wpchxyv/xgxd+2cm=</latexit> <latexit sha1_base64="lwz4difhtsmxqy3zapcm+i1hvok=">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</latexit> <latexit sha1_base64="lwz4difhtsmxqy3zapcm+i1hvok=">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</latexit> <latexit sha1_base64="lwz4difhtsmxqy3zapcm+i1hvok=">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</latexit> <latexit sha1_base64="lwz4difhtsmxqy3zapcm+i1hvok=">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</latexit> As a language game arg min??? f L vein replace n with c veic speaker model listener loss
71 Results: string editing accuracy Identity Multitask Meta This Work
72 Results examples true description true output emboldens kisses emboldecs kisses replace all n s with c loocies loneliness locelicess loonies vein dogtrot veic dogtrot change any n to a c loocies pred. description pred. output
73 Problems How do we bootstrap from (unannotated) exploration of the environment alone? How good are inferred descriptions as explanations?
74 Problems How do we bootstrap from (unannotated) exploration of the environment alone How good are inferred descriptions as explanations?
75 Conclusions
76 Conclusions Use RL in NLP by formulating language generation / understanding as reward maximization rather than supervised learning.
77 Conclusions Use language in (I)RL as a scaffold for learning options, goal representations, cost functions. Languages encode 100k years of accumulated knowledge about which abstractions are useful take advantage of it!
78 Thanks! also Looking for NLP jobs? Ask me about Microsoft! Applying to PhD programs? Ask me about MIT!
CD _. _. 'p ~~M CD, CD~~~~V. C ~'* Co ~~~~~~~~~~~~- CD / X. pd.0 & CD. On 0 CDC _ C _- CD C P O ttic 2 _. OCt CD CD (IQ. q"3. 3 > n)1t.
n 5 L n q"3 +, / X g ( E 4 11 " ') $ n 4 ) w Z$ > _ X ~'* ) i 1 _ /3 L 2 _ L 4 : 5 n W 9 U~~~~~~ 5 T f V ~~~~~~~~~~~~ (Q ' ~~M 3 > n)1 % ~~~~V v,~~ _ + d V)m X LA) z~~11 4 _ N cc ', f 'd 4 5 L L " V +,
More informationNEW OPTIONS LISTING #
NEW OPTIONS LISTING # 1150-08 June 10, 2008 Beginning on Monday, June 16, 2008 the PHLX will begin trading options on the following equity securities. PHLX will trade in all existing months and strike
More informationSPAREPARTSCATALOG: CONNECTORS SPARE CONNECTORS KTM ART.-NR.: 3CM EN
SPAREPARTSCATALOG: CONNECTORS ART.-NR.: 3CM3208201EN CONTENT SPARE CONNECTORS AA-AN SPARE CONNECTORS AO-BC SPARE CONNECTORS BD-BQ SPARE CONNECTORS BR-CD 3 4 5 6 SPARE CONNECTORS CE-CR SPARE CONNECTORS
More informationSPARE CONNECTORS KTM 2014
SPAREPARTSCATALOG: // ENGINE ART.-NR.: 3208201EN CONTENT CONNECTORS FOR WIRING HARNESS AA-AN CONNECTORS FOR WIRING HARNESS AO-BC CONNECTORS FOR WIRING HARNESS BD-BQ CONNECTORS FOR WIRING HARNESS BR-CD
More informationhttps://support.industry.siemens.com/cs/ww/en/view/
Support Packages for TIA Portal V13 March 2018 https://support.industry.siemens.com/cs/ww/en/view/72341852 Siemens Industry Online Support This entry is from the Siemens Industry Online Support. The general
More informationTMCH Report March February 2017
TMCH Report March 2013 - February 2017 Contents Contents 2 1 Trademark Clearinghouse global reporting 3 1.1 Number of jurisdictions for which a trademark record has been submitted for 3 2 Trademark Clearinghouse
More informationN11 = 100 MBH Input Aluminized Steel S13 = 125 MBH Input Stainless Steel E15 = 15 kw Electric Heat. E30 = 30 kw Electric Heat
PRODUCT NOMENCLAUTRE D L -4 N07 A T A A A 1 DIGIT Model Description Options 1 D Product Category D = Air Conditioner, Single Package 2 3-5 L -4 Product Identifier Nominal Cooling Capacity MBH L = R-22
More informationScorciatoie da tastiera - Circad 4.09
Scorciatoie da tastiera - Circad 4.09 File FE New File - File FO Open File - File FR Re-Open - File FT Total Recall - File FD Load - File FC Close File - File FE Erase File - File FS Save File - File FA
More informationSMAJ5.0 thru SMAJ188CA. Surface Mount TRANSZORB Transient Voltage Suppressors. Vishay General Semiconductor
SMAJ5.0 thru SMAJ188CA Surface Mount TRANSZORB Transient Voltage Suppressors DO-214AC (SMA) PRIMARY CHARACTERISTICS V WM 5.0 V to 188 V P PPM 400 W, 300 W I FSM 40 A T J max. 150 C DEVICES FOR BI-DIRECTION
More informationPTS/Data Highway Interface Software User s Manual
PTS/Data Highway Interface Software User s Manual February 1997 MAN527 Contents 1. Introduction 1 2. Program Functions 2 3. Programming 3 3.1 General 3 3.2 Register Size 3 3.3 Files and Messages 3 3.4
More informationFLIGHTS TO / FROM CANADA ARE DOMESTIC
MINIMUM CONNECTING TIME Houston, USA FLIGHTS TO / FROM CANADA ARE DOMESTIC IAH (Intercontinental Airport) DOMESTIC TO DOMESTIC :45 AA TO DL :40 CO TO AC :30 AA, UA, US :20 CO :30 DL, WN :25 DOMESTIC TO
More informationSMF Transient Voltage Suppressor Diode Series
SMF Transient Voltage Suppressor Diode Series General Information The SMF series is designed specifically to protect sensitive electronic equipment from voltage transients induced by lightning and other
More informationDistributed by: www.jameco.com 1-800-831-4242 The content and copyrights of the attached material are the property of its owner. SMAJ5.0 thru SMAJ188CA Surface Mount TRANSZORB Transient Voltage Suppressors
More information22ND CENTURY_J1.xls Government Site Hourly Rate
Escalation rate 000 AA0 Administrative Assistant Level I 000 AA0 Administrative Assistant Level II 000 AB0 Application Engineer Level I 000 AB0 Application Engineer Level II 000 AC0 Application Programmer
More informationElmo Servo Drives. Information Sheet for Crimson v2.0. Compatible Devices. Elmo Servo Drives using SimplIQ. Verified Device BAS-3/230-3
Elmo Servo Drives Information Sheet for Crimson v2.0 Compatible Devices Elmo Servo Drives using SimplIQ Verified Device BAS-3/230-3 Accessible Data Command Description Type Notes -- Motion Commands...
More informationDNSSEC Workshop. Dan York, Internet Society ICANN 53 June 2015
DNSSEC Workshop Dan York, Internet Society ICANN 53 June 2015 First, a word about our host... 2 Program Committee Steve Crocker, Shinkuro, Inc. Mark Elkins, DNS/ZACR Cath Goulding, Nominet Jean Robert
More informationhttps://support.industry.siemens.com/cs/ww/en/view/
Support Packages for TIA Portal V14 February 2018 https://support.industry.siemens.com/cs/ww/en/view/72341852 Siemens Industry Online Support This entry is from the Siemens Industry Online Support. The
More informationKLIC-DI VRV PRODUCT MANUAL INTERFACE KNX DAIKIN VRV ZN1CL-KLIC-DI. Edition 4 Version 1.0
PRODUCT MANUAL KLIC-DI VRV INTERFACE KNX VRV ZN1CL-KLIC-DI Edition 4 Version 1.0 Index 1. Introduction... 3 2. Installation... 5 2.1. KLIC-DI Installation... 5 2.2. Elements Description... 6 3. Configuration...
More informationAppendix 5-1: Attachment J.1 Pricing Table -1: IMS Ceiling Loaded Rates at Contractor Site
Appendix 5-1: Attachment J.1 Pricing Table -1: IMS Ceiling Loaded Rates at Contractor Site Escalation rate 4.6% 4.6% 4.6% 4.6% 4.6% 4.6% 4.6% 4.6% 4.6% 0001 AA01 Administrative Assistant Level I $51.00
More information;/ *. 7 &9*R . C 2 <0* # "2 <AC (:* "' < %)V AB C. Downloaded from qjal.smtc.ac.ir at 23: on Sunday May 13th 2018
( - ) 1394 @R$ 8 %& b ;/ *. 7 1393/12/18 1394/2/28 :6# :G"#a 2 "V*D 1 AB C &9*R "' : > ; *$ id: 0* :6 i: > (:* 0 > ' # *,2 T# "? 0 > # "5 EOAB N*> # "5 UA;
More informationRoland AC Adapter Compatibility Guide
Roland AC Adapter Compatibility Guide A-30/33/37 ACA-120 A-300PRO A-500PRO A-500S A-800PRO AC-2/3 PSA-120 AC-33 PSB-12U X AD-3/8 PSA-120 AD-5 ACF-120 AF-70 BRC-120 X AR-100/200 ACI-120 X ASC-10 PSA-120
More informationTape & Reel Packaging For Surface Mount Devices. Date Code Marking:
Tape & Reel Packaging For Surface Mount Devices Automation of surface-mount assembly by the use of pick-and-place equipment to handle tiny components has been enhanced by evolutionary improvements in tape-and-reel
More informationCustomer Maintenance Parts List
C US R MODEL SUFFIX Customer Maintenance Parts List Model 0 R0000 dot recorder Made in China RECORDER STYLE FREQUENCY NO. SUPPLY N00 0 TAG NO. Note: Parts marked with a symbol are Customer Maintenance
More informationSMBJ5.0 thru SMBJ188CA. Surface Mount TRANSZORB Transient Voltage Suppressors. Vishay General Semiconductor
SMBJ5.0 thru SMBJ188CA Surface Mount TRANSZORB Transient Voltage Suppressors DO-214AA (SMB J-Bend) PRIMARY CHARACTERISTICS V WM 5.0 V to 188 V P PPM 600 W I FSM (uni-directional only) A T J max. 150 C
More informationPQ R :R3 R. &R% R0 $D R6 *9R 8 ND $ S T R
6770 +,- () % * $% & #! "#.3 (&). /0 $ + 5% 6 37 % 8 "% 9 /0 &% : ;.< /0 + /0 % * +.= >? :3 (@ /A! /B $0CD &.) 0@ *%$ 8 G7 / +9 9 /B : #. EBA 0 *.F *#. 0 AA< &.) 5% @8 @ % JA @ %B :G, H7 37,A 9 /0 &% /K),
More informationCYStech Electronics Corp.
Page No. : 1/9 Surface Mount Transient Voltage Suppressors Peak Pulse Power 600W Working Voltage 5.0 to 440V Features Ideal for ESD protection of data line in accordance with IEC1000-4-2 (IEC801-2) Ideal
More informationNote: Not every command has a keyboard shortcut. Also, in some cases three-letter commands are used instead of two such as Layer Manager (MGL).
2-Letter Shortcuts and other time saving tools! Shave off time and increase productivity in the diagram program using two-letter commands. Nearly every command has an associated two-letter command. A command
More informationSupplier s declaration of conformity
Supplier s declaration of conformity As required by the following Notices: > Radiocommunications (Compliance Labelling - Devices) Notice 2014 made under section 182 of the Radiocommunications Act 1992;
More informationSMBJ5.0 thru SMBJ188CA. Surface Mount TRANSZORB Transient Voltage Suppressors. Vishay General Semiconductor
SMBJ5.0 thru SMBJ188CA Surface Mount TRANSZORB Transient Voltage Suppressors DO-214AA (SMB J-Bend) PRIMARY CHARACTERISTICS V WM 5.0 V to 188 V P PPM 600 W I FSM (uni-directional only) A T J max. 150 C
More informationCHICAGO. FEBRUARY to thorn, and all drawing nearer to tho tho first yoar. ourd mon to and pokor, and hazard thol munity.
P, \) )\) JC: )(}, 3 \) ) P V 7 v CCG FRRY 8 893 ~ _ ----- ----- 6Q '' y yy " v, y C R G q -, y v c vy c, y k, z y" y C Cy, < y, cy * " " - ), y k v c ck, c k v - v! cc y:, J, z v c v vv, c, "v- yc y ","
More informationSMF5.0A thru SMBJ190CA
Page No. : 1/9 Surface Mount Transient Voltage Suppressors Peak Pulse Power 200W Working Voltage 5.0 to 190V SMF5.0A thru SMF190CA Features Glass passivated chip Uni and Bidirectional unit Excellent clamping
More informationRS-232C Interface Command Table
RS-232C Interface Command Table EN 73 Lower OrderN Higher OrderQ 0 1 2 3 4 5 6 7 8 9 A B C D E F 0 Complete Error Cassette Out Not Target ACK NAK 1 2 3 VCR Selection DVD Selection Play Stop 4 Still 5 Clear
More informationPC78 Intelligent Motion Controller for PC/104 or RS-232
PC78-1 PC78 Intelligent Motion Controller for PC/104 or RS-232 FEATURES Controller capabilities ٠ Four axes of stepper control with encoder feedback or servo ٠ Encoder feedback to 12MHz Communications
More informationSMBJ SERIES Surface Mount Transient Voltage Suppressor Voltage Range 5.0 to 170 Volts 600 Watts Peak Power
SMBJ SERIES Surface Mount Transient Voltage Suppressor Voltage Range 5. to 17 Volts 6 Watts Peak Power Features SMB/DO-214AA For surface mounted application Low profile package Built-in strain relief Glass
More information1953LCV1. Laser Chip. KeyFeatures. Applications. For moreinfo. Laser Chip on Submount 1064 CHP
Chip 1064 CHP KeyFeatures Distributed Feed Back (DFB) Laser InGaAsP Strained Quantum Well Laser Structure on InP Buried Ridge Stripe (BRS) Low Beam Divergence (FWHM) of 25 x 25 Output Power: 20mW, 40mW
More informationSMAJ SERIES 400 Watts Suface Mount Transient Voltage Suppressor SMA/DO-214AC. RoHS. Features
Pb RoHS COMPLIANCE creat by art SMAJ SERIES 4 Watts Suface Mount Transient Voltage Suppressor SMA/DO-214AC Features UL Recognized File # E-326243 Low profile package Built-in strain relief Glass passivated
More informationPFC-6006 Reporting Codes Summary
Report by Point The following table identifies the reporting codes generated for specific panel events when reporting by point. Report By Point SIA Format Contact ID Format System Power Up RR 1 305 00
More information10S-1R 10S-1R
S-R S-R............................... 0.............0 0..0..........0 0 S-R S-R ZR. ZR C 0V Cm C ZR CV Cm C.W. G ZR CV B ZR C: 0 V or less C: m or less. ZR C: V or less C: m or less. H ZS. 0 m or less
More informationIntelligent Motion Controller for VME Bus Computers
VS4 ISO 9001 CERTIFIED Intelligent Motion Controller for VME Bus Computers VS4 FEATURES Controller capability! Up to four axes of stepper control with encoder feedback Communications! VME bus! Interrupt
More informationTOM S RIVER. N. J. APRIL 1, 1857.
P b J [ J ) --------- J P 857 7 c < ( v v k k ( Ì k \ bv F í xbk ( v c c< k v J 4? 9 b (b bx c c í c c k c c b k Ö ) c ( b c ck b é P c // k ( cà ( k kc ( b b v #> b Ü) v # k # v [ vb b c< c b c v b b
More information. . $ 1, 67 / $<"'D $ Downloaded from at 7:31 CEST on Monday July 7th 2014 )& "* (+, -
!" *)) : &',!"#$ : ; 5-67 89 5 3 4/. ?@ 210./ +, -, "#$#%& $' (, : A A )& "* (+, -.(+, -. "#$#%& $' (, :B.@.C aabmoa@tums.ac.i :0 ' /)& -. "#$#%& $' (, :5.FC... D/.C )&.(+,.2+, - "#$#%& $' 2.&$3 4 567$$,
More informationSMBJ SERIES SMB SURFACE MOUNT UNIDIRECTIONAL AND BIDIRECTIONAL TRANSIENT VOLTAGE SUPPRESSORS
LITE-ON SURFACE MOUNT UNIDIRECTIONAL AND BIDIRECTIONAL TRANSIENT VOLTAGE SUPPRESSORS STAND-OFF VOLTAGE - 5.0 to 350 Volts POWER DISSIPATION - 600 WATTS FEATURES For surface mounted applications Reliable
More informationMAC 1147 Exam #6 Review
MAC 1147 Exam #6 Review Instructions: Exam #6 will consist of 8 questions plus a bonus problem. Some questions will have multiple parts and others will not. Some questions will be multiple choice and some
More informationSupported modules System 300S Version:
Supported modules System 300S Version: 29.08.2011 Description Siemens Modul Speed7 C+Eco ext. K-Bus Digital input SM321 Speed7 (318er) int. K-Bus DI16xDC24V 6ES7 321-1BH00-0AA0 yes yes yes DI16xDC24V 6ES7
More informationLionbridge ondemand for Adobe Experience Manager
Lionbridge ondemand for Adobe Experience Manager Version 1.1.0 Configuration Guide October 24, 2017 Copyright Copyright 2017 Lionbridge Technologies, Inc. All rights reserved. Published in the USA. March,
More informationProjectors supported by JED T460 projector controller. July 5th 2008 Rev 2.76A release. Total count 1229
Projectors supported by JED T460 projector controller. July 5th 2008 Rev 2.76A release. Total count 1229 3M: MP8730 3M: MP8746 3M: MP8747 3M: MP8770 Acer: 7755C ASK Proxima C20 ASK Proxima C60 ASK Proxima
More information(12) INTERNATIONAL APPLICATION PUBLISHED UNDER THE PATENT COOPERATION TREATY (PCT)
(12) INTERNATIONAL APPLICATION PUBLISHED UNDER THE PATENT COOPERATION TREATY (PCT) (19) World Intellectual Property Organization International Bureau (43) International Publication Date (10) International
More informationDownloaded from pnmag.info at 15: on Friday February 22nd 2019
1 /-..!"# $" %#& ' ()# *+ 2 9:0% 0;" 0 30 0( 0* 280' 0'# 0 1 2 3 45 67 90( 0 0 $' >*?': @" # ' =#. 2.. 1&
More informationA New Method of Using Polytomous Independent Variables with Many Levels for the Binary Outcome of Big Data Analysis
Paper 2641-2015 A New Method of Using Polytomous Independent Variables with Many Levels for the Binary Outcome of Big Data Analysis ABSTRACT John Gao, ConstantContact; Jesse Harriott, ConstantContact;
More informationOPAL-RT FIU User Guide.
OPAL-RT FIU User Guide www.opal-rt.com Published by Opal-RT Technologies, Inc. 1751 Richardson, suite 2525 Montreal, Quebec, Canada H3K 1G6 www.opal-rt.com 2013 Opal-RT Technologies, Inc. All rights reserved
More information!! G2$'! S #! +. &4*5 6/' 6)&7!2 &#.! 01 < >0 MN K > 8 ' OV! > 1'./0E,- > ' M " ( A ; $ ( A ; 1 A $ ( AV 'T 9^ 98, 9 ` 9< NO T _ 4' NO 45 J& 9./0 KL >
G2$'! S #! +. &4*5 6/' 6)&7!2 &#.!! : ; 9 ?@ABCD ++: ; 9 E 9 : ; FGHIJ: K L M N O 1,- N O 1.,- 1 1 /-0: < 1,/01PQ RSTU&V!J; K L MW?XY XYW? 9 W Z Z [\ ]^W? : ; 9_` Mabc XY,, < 1 W? < 0 0NO W? Z,, Q?
More informationWO 2017/ Al. 15 June 2017 ( )
(12) INTERNATIONAL APPLICATION PUBLISHED UNDER THE PATENT COOPERATION TREATY (PCT) (19) World Intellectual Property Organization International Bureau (10) International Publication Number (43) International
More informationS7-400 CPU ES XJ05-0AB0 V5.2 Work memory 144KB code and 144KB of data; ms/1000 instructions; 4KB DI/O; 32 connections 1*DP/MPI;
S7-400 CPU 412-1 6ES7 412-1XJ05-0AB0 V5.2 Work memory 144KB code and 144KB of data; 0.075 ms/1000 instructions; 4KB DI/O; 32 connections 1*DP/MPI; send and receive capability for direct data exchange;
More informationDEPARTMENT OF HOUSING AND URBAN DEVELOPMENT. [Docket No. FR-6090-N-01]
Billing Code 4210-67 This document is scheduled to be published in the Federal Register on 04/05/2018 and available online at https://federalregister.gov/d/2018-06984, and on FDsys.gov DEPARTMENT OF HOUSING
More informationIS-13 TOPS Special Solicitation Volume Report
IS-13 TOPS Special Solicitation Volume Report SS CHANNEL CoS To/From RATE AREAS Volume WT (lbs) COUNTRY US2517770 to/from AE 6 7,51 United Arab Emirates US2517770 to/from AG 1 335 Algeria US2517770 to/from
More informationSIMATIC S plus TIA Portal
Product range overview SIMATIC S7-1500 plus TIA Portal Power + Efficiency The ultimate plus in automation Intuitive, efficient, proven TIA Portal redefines engineering Answers for industry. Your plus of
More informationRequest for Comments: 2319 April 1998 Category: Informational
Network Working Group KOI8-U Working Group Request for Comments: 2319 April 1998 Category: Informational Status of this Memo Ukrainian Character Set KOI8-U This memo provides information for the Internet
More informationFinding two vertex connected components in linear time
TO 1 Finding two vertex connected components in linear time Guy Kortsarz TO 2 ackward edges Please read the DFS algorithm (its in the lecture notes). The DFS gives a tree. The edges on the tree are called
More informationBẢNG GIÁ PLC SIEMENS S7-300 Áp dụng từ 01/01/ Giá chưa bao gồm thuế VAT
BẢNG GIÁ PLC SIEMENS S7-300 Áp dụng từ 01/01/2011 - Giá chưa bao gồm thuế VAT NO I SIMATIC S7-300 Central Processing Unit 1 6ES7312-1AE13-0AB0 SIMATIC S7-300, CPU 312 CPU WITH MPI INTERFACE, INTEGRATED
More informationForthcoming Close Approaches To The Earth
Forthcoming Close Approaches To The Earth Page 1 of 7 Forthcoming Close Approaches To The Earth The following table lists the predicted minor-planet and comet encounters to within 0.2 AU of the earth during
More informationENDF/B-VII.1 versus ENDFB/-VII.0: What s Different?
LLNL-TR-548633 ENDF/B-VII.1 versus ENDFB/-VII.0: What s Different? by Dermott E. Cullen Lawrence Livermore National Laboratory P.O. Box 808/L-198 Livermore, CA 94550 March 17, 2012 Approved for public
More informationL"+ M! C &! D!. 9!D 0(" 1$ & )("! 2$3 & <7= $6!. ($> ... C D 9$#D "EF GC H*I 2;" ... ! "#"$ $ "!» «&' ("& ) *+ $,$ )!- $,$» 9!
متحد شويد ي كشورها كارگران همه دورهچهارمسالسیوچهارماولتير ١٣٩٧ ٢ &7=... L"+ M! C &! D! ١٢ &7= ٨ &7= «. 9!D N L C D 9$#D "EF GC H*I ۴ JK ١٢ &7=... $ *& *L 9>> 9& & " C. 4 : "+ (! 7! (PK.4) C.4...!... "$
More informationProactive System Check Supported Product List as of March 27, 2018
Proactive System Check Supported Product List as of March 27, 2018 Expansions - no PSC price as attached within base unit price Tape drives - no PSC price as attached within base unit price Racks - no
More informationSurface Mount TRANSZORB Transient Voltage Suppressors
Surface Mount TRANSZORB Transient Voltage Suppressors PRIMARY CHARACTERISTICS V BR uni-directional 6.40 V to 231 V V BR bi-directional 6.40 V to 231 V V WM 5.0 V to 188 V P PPM 400 W, 300 W I FSM 40 A
More informationSIMATIC WinAC - PROFINET/ Ethernet PROFIBUS. Windows. Time Synchronization. MATIC NET SOFTNET-S7 Lean SIMATIC NET OPC -
SIMATIC WinAC S7- Windows www.siemens.ru/automation SIMATIC WinAC (Windows Automation Center) - S7- - S7-300/400 - Windows. SIMATIC WinAC SIMATIC S7-300/400 - SIEMENS., : - Windows XP Professional SP2
More informationStandard Interchange Protocol 3.0 Part I
3 Standard Interchange Protocol 3.0 Part I 78-8129-4832-7 Copyright 2011, 3M. All rights reserved. Page 1 Contents Introduction...5 History of SIP...5 Definitions...6 Document Conventions...6 What s New
More informatione a e a t t! "$# % & (')+*,')"& CEDGFIHJDLK+DMJDONQPRDGJNQPRDLSUT+JVWDOSHJX:FRSUY1Z:JHS [ F+\^]_D`JQS\^Hba D!K+DL
"!#$% '&( ) * e a e a t t! "$# % & (')+*,')"& -.,/10&/325476+8&2:9;.(639@?A9;B CEDGFIHJDLK+DMJDONQPRDGJNQPRDLSUT+JVWDOSHJX:FRSUY1Z:JHS [ F+\^]_D`JQS\^Hba D!K+DLcdZ:FIHJba DOX:V X:F3K DGYRX:JHDGfgDGFIHhK(DiSjSNG\WDGFRNODiSkXlK,fm\^F+\WSUHJX:H\^]_DOS
More information*Market price may vary and are subject to change at any time without prior notice
1 *Market price may vary and are subject to change at any time without prior notice Model Name MRP (Rs.) * ACCESSORY SHOE CAP BS-1 35 Eyepiece adapter DK-22 for D200, D80, D70s, D70, D50, D40 65 CML-L3(CASE
More information*Market price may vary and are subject to change at any time without prior notice
1 2 *Market price may vary and are subject to change at any time without prior notice Model Price (Rs.) * ACCESSORY SHOE CAP BS-1 35 Eyepiece adapter DK-22 for D200, D80, D70s, D70, D50, D40 65 CML-L3(CASE
More informationBEC Machine Products 171 Ruth Rd Harleysville, Pa T. (215) F: (215) E:
1 BEC Machine Products BEC Machine Products 171 Ruth Rd Harleysville, Pa. 19438 T. (215) 256-3100 F: (215) 256-3108 E: info@becmachine.com GOVERNMENT/CUSTOMER DRAWING / SPEC BEC PT# NATIONAL STOCK NUMBER#
More informationProactive System Check Supported Product List as of 14 April 2017
Proactive System Check Supported Product List as of 14 April 2017 Expansions - no PSC price as attached within base unit price Tape drives - no PSC price as attached within base unit price Racks - no PSC
More informationGROUP. SMART SOLUTIONS FOR POWER DISTRIBUTION Industrial & Domestic. A handy guide to the Lewden everyday mainstream offer
GROUP SMART SOLUTIONS FOR POWER DISTRIBUTION Industrial & Domestic A handy guide to the Lewden everyday mainstream offer From UK to UK Over 2,500 different products are at your disposal with a next day
More information" ##$%& '% () *+,) " -$(#."#/0,1,23 4#/5 + 6/) #,78
(4) 8 15 279-283: " ##$%& '% () *+,) " -$(#."#/0,1,23 4#/5 + 6/) #,78 #,H# M.Sc. 2 1 * ** Ph.D. * (E5) #,78 F#$71 G/= +,- F#$71 $;@#"...#9)A1 ;B& C/>5?@#" * :9:8;
More informationNSC-G SERIES MOTION CONTROLLER
NSC-G SERIES MOTION CONTROLLER NSC-G Series Overview The NSC-G Series controller incorporate a 32-bit microcomputer and provide such advanced features as PID compensation with velocity and acceleration
More information271 Health Care Eligibility Benefit Inquiry Response Educational Guide
271 Health Care Eligibility Benefit Inquiry Response Educational Guide June 2010 - Version 1.1 Disclaimer INGENIX is still under development stages and frequent changes within this document are expected.
More informationDownloaded from qjal.smtc.ac.ir at 5: on Friday August 17th 2018
('6EFG - ',() =& -A
More informationUYM-UOM-UOY-UOD- UOS-UOB-UOR
UY-UO-UOY-UOD- UOS-UOB-UOR Indexable date stamps at.: Acier inoxydable 5-55 HRC :15 Remove inner insert from the outer insert using a screwdriver REF* REF REF REF REF REF REF D F 1 UY 4/2* UO 4 UOY 4/2*
More informationParts List, Charging Chart, Wiring Diagrams
Parts List, Charging Chart, Wiring Diagrams PHH150, PHH180 3 Phase PACKAGE HEAT PUMP UNITS TABLE OF CONTENTS PARTS LIST------------ 2-5 PARTS DRAWING - - - - - - -6-16 CHARGING CHARTS - - - - - - - 17
More informationCollection PDN due to brightness increase, voltage binning and portfolio streamline
www.osram-os.com Light is OSRAM OS-PD-2016-020 15.07.2016 Last order: Last delivery: Reason: 15.01.2017 15.07.2017 Collection PDN due to brightness increase, voltage binning and portfolio streamline Please
More informationEngineered with TIA Portal. Be flexible thanks to networking possibilities. Basic Controller SIMATIC S siemens.com/s7-1200
Engineered with TIA Portal Be flexible thanks to networking possibilities Basic Controller SIMATIC S7-1200 siemens.com/s7-1200 Basic Controller SIMATIC S7-1200 All in one! SIMATIC S7-1200 Basic Controllers
More informationS5-135U, S5-155U. Application
S5-135U, S5-155U Application S5-135U, S5-155U Application Design S5-135U, S5-155U Design S5-135U, S5-155U Design Central configuration Distributed configuration S5-135U, S5-155U Design Housing Power supply
More information*Market price may vary and are subject to change at any time without prior notice
1 *Market price may vary and are subject to change at any time without prior notice Model Price (Rs.) * STRAP (AN-D300) 1,010 STRAP AN-D3 1,220 STRAP AN-D2XS 1,380 AA BATTERY HOLDER MS-D200 1,280 LC-CP16
More informationExcerpt from the full range of SIRIUS ACT Push Buttons and Indicator Lights siemens.com/sirius-act
SIRIUS ACT Core spectrum selection guide Excerpt from the full range of SIRIUS ACT Push Buttons and Indicator Lights siemens.com/sirius-act SIRIUS ACT commanding and signaling SIRIUS ACT modern, high-performance
More informationGlobal Forum 2007 Venice
Global Forum 2007 Venice Broadband Infrastructure for Innovative Applications In Established & Emerging Markets November 5, 2007 Jacquelynn Ruff VP, International Public Policy Verizon Verizon Corporate
More information7.4mm 7.4mm 6*1 6.3*3 5.5* * * *1.7 4* *1.3 3Pin 4Pin 7.9mm 5mm 5mm
ACDC COMPATIBLE LIST 6*1 6.3*3 5.5*2.5 5.5*2.1 5.5*1.7 4.8*1.7 4*1.7 3.5*1.35 3Pin 4Pin 7.9mm 7.4mm 5mm A B C D E F G H I J K L M 7.4mm 5mm A 6X1 Black PW 1 B 6.3X3.0 Green PW 2 C 5.5X2.5 White PW 3 D
More informationGlobal Name Registry Registry Operator Monthly Report January 2003
The Global Name Registry, Limited Monthly Operator Report January 2003 As required by the Registry Agreement between the Internet Corporation for Assigned Names and Numbers ( ICANN ) and The Global Name
More informationRewrite each expression below as a single base raised to a single exponent. 5- x-r. \( f) -.. -';)_. ).."t'?>x-!'\ [!l_. X-t8 ] x -x
Properties of Exponents and Solving Exponential Equations Analytical, Numerical, and Graphical Connections Property of Exponents fr\1 r'\. 1. a m. a n = 2. a m a 11 ft\(\ Rewrite each expression below
More informationPackage Dimensions. Color Year Color Month
California Eastern Laboratories Package Dimensions DESCRIPTION NEC part numbers are specified by die and package number. NE80 Die NE808 "8" Package PACKAGE S NEC devices are marked with various indications
More informationSwitch Selection Guide
Bush- ing Bush- ing TOGGLES - SECTION A ROCKERS - SECTION B Wrap SMT Wrap 0.4VA @ 28V AC/DC ultra-mini G A34 0.4VA @ 28V AC/DC ultra-mini G Illum A38 0.4VA @ 28V AC/DC ultra-mini G3T A42 0.4VA @ 28V AC/DC
More informationWorking with Data sent to a Computer or Flash Stick
Working with Data sent to a Computer or Flash Stick File Names and File Formats Data sent to a flash stick is saved as a.txt file. The file name for the saved file is in the format: DATA FILE TYPE Send
More informationNetwork Analysis. Links, nodes, trees, graphs, paths and cycles what does it all mean? Minimal spanning tree shortest route maximum flow
Network Analysis Minimal spanning tree shortest route maximum flow Links, nodes, trees, graphs, paths and cycles what does it all mean? Real OR in action! 1 Network Terminology Graph - set of points (nodes)
More informationW52P1J-15-D-0060 [ ] Honeywell CN70GQ5KN00G1A40
AMIS AIT-V Contract Products Snapshot This AIT-V Contract Products Snapshot is an abbreviated presentation of the product offerings by the three contractors providing their products and services. All CLINS
More information310 page page page page page page 181 DR850 page 77 G139 page 116
INDEX 238 INDEX 310 page 180 311 page 180 312 page 180 315 page 180 317 page 181 318 page 181 DR850 page 77 G139 page 116 GE500 page 228 GE550 page 232 GE550-1 page 232 GE550-2 page 233 GE550-3 page 218
More informationCHICAGO, A P R I L
j v v ) ; ) ) b b F F F F x v bj Y Y K Q Y : 79 29 393 7 0 Y b - j bb b v- * bv b - b b b j b b b b v b b v b b v b * v K j v v b ; - v 8 - bj v - b b v v v v? v v * v b» j»q v- XY! b v b b v b x q b b
More informationPrism SWITCHES RANGE IN INDUSTRIAL SWITCHES SWITCH TO SWITCH POINT & EXPERIENCE THE DIFFERENCE SP1 SLIDE SWITCHES PUSH SWITCHES ROTARY SWITCHES
Prism SWITCHES RANGE IN INDUSTRIAL SWITCHES SMD TACT SWITCHES SMD SLIDE SWITCH TACT SWITCHES ROCKER SWITCH TOGGLE SWITCH ROCKER PADDEL SEALED TOGGLE POWER TOGGLE POWER SLIDE LIGHT SWITCH MINI PUSH SWITCHES
More informationWIZ125SR User Manual
WIZ125SR User Manual ( Version 1.0 ) 2010 WIZnet Co., Ltd. All Rights Reserved. For more information, visit our website at http://www.wiznet.co.kr WIZ125SR User Manual (WIZnet Co., Ltd.) - 1 - Document
More informationOffice bleaching . ; <, =9 + :,,* + <& .* E 6A * M !0 1' $9 C6 DE 51 F 6), 1 36
210-204 Office bleaching! 3 4 3 2 1 # 3* 1"2 *!+ -./*0 1"2 *!+ - * *!+ - *!+ -,, *!+!" #$% &!' -1 )!" #$% &!' -2 )!" #$% &!' +,,-!. -3 )!" #$% &!' ) -4 4./ ' ( ) * +, -!" #$%&. : 0.9 *.9: * Office bleaching.
More informationUniversal Multiple-Octet Coded Character Set International Organization for Standardization Organisation Internationale de Normalisation
ISO/IEC JTC1/SC2/WG2 N3308 L2/07-292 2007-09-01 Page 1 of 8 Universal Multiple-Octet Coded Character Set International Organization for Standardization Organisation Internationale de Normalisation Doc
More informationFannie Mae REMIC Trust Distribution Summary - 02/2014
Distribution Summary - 02/2014 CUSIP Interest Rate Prepayment Penalties/Yield Maintenance Total Distribution AU 16A0HR1 1.20000 89,196,144.4 27,856.9 779,190.74 88,416,95.69 1,017,047.1 AF 16A0HS9 1 0.50800
More information