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Kristine Howard
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Talk given at Build Stuff Lithuania in Vilnius on November 15, 2019.
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Knitted Disruption - Build Stuff LIthuania 2019
1.
@web_goddess Knitted Disruption Kris Howard
- Build Stuff 2019
2.
3.
@web_goddess I’m a knitter
4.
@web_goddess ..but I’m also
a geek.
5.
6.
@web_goddess Embed data
7.
@web_goddess Binary encoding “Binary scarf”
by heycarrieann
8.
@web_goddess The Viral Knitting
Project
9.
@web_goddess squareup.com/market/glitchaus
10.
@web_goddess Flickr: adamknits Colour
11.
@web_goddess QR codes
12.
@web_goddess Data Art
13.
@web_goddess https://www.tempestryproject.com
14.
@web_goddess “The Sleep Blanket”
by Seung Lee
15.
@web_goddess “The Neuroknitting Project”
- Flickr: Mar Canet
16.
@web_goddess Knitting machines
17.
@web_goddess heartofpluto.co
18.
@web_goddess Kniterate
19.
@web_goddess Knitting DSLs
20.
@web_goddess Jacquard Loom
21.
@web_goddess Text patterns
22.
@web_goddess Graphs
23.
@web_goddess Stitch Maps stitch-maps.com
24.
@web_goddess Rows 1, 5,
and 9 (RS): K1, *k3, k2tog, k4, yo, p2, [k2, yo, ssk] 3 times, p2, yo, k4, ssk, k3, repeat from * to last st, k1. Rows 2, 6, and 10: K1, *p2, p2tog, p4, yo, p1, k2, [p2, yo, p2tog] 3 times, k2, yo, p4, p2tog, p3, repeat from * to last st, k1. Rows 3, 7, and 11: K1, *k1, k2tog, k4, yo, k2, p2, [k2, yo, ssk] 3 times, p2, k2, yo, k4, ssk, k1, repeat from * to last st, k1. Rows 4, 8, and 12: K1, *p2tog, p4, yo, p3, k2, [p2, yo, p2tog] 3 times, k2, p3, yo, p4, p2tog, repeat from * to last st, k1. Rows 13, 17, and 21: K1, *yo, ssk, k2, yo, ssk, p2, yo, k4, ssk, k6, k2tog, k4, yo, p2, k2, yo, ssk, k2, repeat from * to last st, k1. Rows 14, 18, and 22: K1, *yo, p2tog, p2, yo, p2tog, k2, p1, yo, p4, p2tog, p4, p2tog, p4, yo, p1, k2, p2, yo, p2tog, p2, repeat from * to last st, k1. Rows 15, 19, and 23: K1, *yo, ssk, k2, yo, ssk, p2, k2, yo, k4, ssk, k2, k2tog, k4, yo, k2, p2, k2, yo, ssk, k2, repeat from * to last st, k1. Rows 16, 20, and 24: K1, *yo, p2tog, p2, yo, p2tog, k2, p3, yo, p4, p2tog, p2tog, p4,
25.
@web_goddess
26.
@web_goddess Industrial Shima Seiki SDS-ONE
Design Software
27.
@web_goddess DOKUknit from DOKU
GmbH
28.
@web_goddess Purl Paper by Chelsea
Corvus
29.
@web_goddess http://chelsea.lol/purl-undergrad/
30.
@web_goddess KnitML knitml.sourceforge.io
31.
@web_goddess<pattern:pattern xmlns:pattern="http://www.knitml.com/schema/pattern" xmlns="http:// www.knitml.com/schema/operations"
xmlns:common="http://www.knitml.com/schema/common" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http:// www.knitml.com/schema/pattern http://www.knitml.com/schema/pattern-0.7.xsd http:// www.knitml.com/schema/operations http://www.knitml.com/schema/operations-0.7.xsd http:// www.knitml.com/schema/common http://www.knitml.com/schema/common-0.7.xsd" version="0.7" xml:lang="en"> <pattern:directives> <pattern:instruction-definitions> <inline-instruction id="cross-2-over-2" label="2/2 LC"> <cross-stitches first="2" next="2" type="front" /> <knit>4</knit> </inline-instruction> <inline-instruction id="cross-2-behind-2" label="2/2 RC"> <cross-stitches first="2" next="2" type="back" /> <knit>4</knit> </inline-instruction> </pattern:instruction-definitions> </pattern:directives> <pattern:general-information> <pattern:name>Color Sampler Swatch</pattern:name> <pattern:description>A basic 2-color swatch sampler</pattern:description> <pattern:dimensions /> <pattern:gauge type="stockinette"> <pattern:stitch-gauge unit="st/in">5</pattern:stitch-gauge> <pattern:row-gauge unit="row/in">7</pattern:row-gauge> </pattern:gauge>
32.
@web_goddess Pattern "en" { Directives
{ InstructionDefinitions { InlineInstruction 'cross-2-over-2' [label:"2/2 LC"] { cross 2 inFrontOf 2, k4 } InlineInstruction 'cross-2-behind-2' [label:"2/2 RC"] { cross 2 behind 2, k4 } } } GeneralInformation { Name: "Color Sampler Swatch" Description: "A basic 2-color swatch sampler" Dimensions Gauge 'stockinette' { StitchGauge: 5 stitchesPerInch RowGauge: 7 rowsPerInch } Techniques { Technique: "stranded knitting" Technique: "cabling" } Author { FirstName: "Jonathan" LastName: "Whitall" } KnittingEL
33.
@web_goddess Benefits of a
DSL
34.
@web_goddess Simulation sourceforge.net/projects/knitter/
35.
@web_goddess cs.cornell.edu/projects/stitchmeshes/
36.
@web_goddess cs.cornell.edu/projects/stitchmeshes/
37.
@web_goddess cs.utah.edu/~kwu/stitchmodeling
38.
@web_goddess cs.utah.edu/~kwu/stitchmodeling
39.
@web_goddess textiles-lab.github.io/publications/2019-knitpick/
40.
@web_goddess
41.
@web_goddess Could a computer READ
knitting?
42.
@web_goddess
43.
@web_goddess Reverse engineering
44.
@web_goddess Queen Susan shawl “Queen
Susan Shawl” by The Ravelry Heirloom Knitting Forum
45.
@web_goddess The Green Sweater “The
Green Sweater” by Lea Stern
46.
@web_goddess Mawson’s Balaclava mawsons-huts.org.au
47.
@web_goddess
48.
@web_goddess My ML experience xkcd.com/1425/
49.
@web_goddess deepknitting.csail.mit.edu
50.
@web_goddess The plan 1. Get
training data 2. Label training data 3. Train ML model 4. Deploy ML model 5. Build web frontend for inference 6. Dance on the grave of 1500-year-old knitting industry 💃
51.
@web_goddess 1. Get training
data
52.
@web_goddess github.com/textiles-lab/knitdb
53.
@web_goddess deepknitting.csail.mit.edu
54.
@web_goddess AWS Cloud Amazon Simple Email
Service Email Amazon Simple Storage Service AWS Lambda Amazon Simple Storage Service Amazon DynamoDB Email Processing
55.
@web_goddess
56.
@web_goddess
57.
@web_goddess 2. Label training
data
58.
@web_goddess
59.
@web_goddess Garter Stitch All rows:
Knit Reverse Stockinette Row 1: Purl Row 2: Knit
60.
@web_goddess theknittingspace.com/seed-stitch-vs-moss-stitch/
61.
@web_goddess
62.
@web_goddess 3. Train ML
model ml.p3.2xlarge
63.
@web_goddess 4. Deploy ML
model
64.
@web_goddess 5. Build web
frontend for inference
65.
@web_goddess
66.
@web_goddess
67.
@web_goddess
68.
@web_goddess
69.
@web_goddess Number of training
images: 368 Train-accuracy=0.579545 Validation-accuracy=0.458333
70.
@web_goddess 3. Train the
model… again xkcd.com/1838/
71.
@web_goddess Demo time!
72.
@web_goddess Number of training
images: 900 Train-accuracy=1.000000 Validation-accuracy=0.948275
73.
@web_goddess Image providers Alexis Nast,
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