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@web_goddess
Knitted Disruption
Kris Howard - Build Stuff 2019
Knitted Disruption - Build Stuff LIthuania 2019
@web_goddess
I’m a knitter
@web_goddess
..but I’m also a geek.
Knitted Disruption - Build Stuff LIthuania 2019
@web_goddess
Embed data
@web_goddess
Binary encoding
“Binary scarf” by heycarrieann
@web_goddess
The Viral Knitting Project
@web_goddess
squareup.com/market/glitchaus
@web_goddess
Flickr: adamknits
Colour
@web_goddess
QR codes
@web_goddess
Data Art
@web_goddess
https://www.tempestryproject.com
@web_goddess
“The Sleep Blanket” by Seung Lee
@web_goddess
“The Neuroknitting Project” - Flickr: Mar Canet
@web_goddess
Knitting machines
@web_goddess
heartofpluto.co
@web_goddess
Kniterate
@web_goddess
Knitting DSLs
@web_goddess
Jacquard Loom
@web_goddess
Text patterns
@web_goddess
Graphs
@web_goddess
Stitch Maps
stitch-maps.com
@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,
@web_goddess
@web_goddess
Industrial
Shima Seiki SDS-ONE Design Software
@web_goddess
DOKUknit from DOKU GmbH
@web_goddess
Purl
Paper by Chelsea Corvus
@web_goddess
http://chelsea.lol/purl-undergrad/
@web_goddess
KnitML
knitml.sourceforge.io
@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>
@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
@web_goddess
Benefits of a DSL
@web_goddess
Simulation
sourceforge.net/projects/knitter/
@web_goddess
cs.cornell.edu/projects/stitchmeshes/
@web_goddess
cs.cornell.edu/projects/stitchmeshes/
@web_goddess
cs.utah.edu/~kwu/stitchmodeling
@web_goddess
cs.utah.edu/~kwu/stitchmodeling
@web_goddess
textiles-lab.github.io/publications/2019-knitpick/
@web_goddess
@web_goddess
Could a computer
READ knitting?
@web_goddess
@web_goddess
Reverse
engineering
@web_goddess
Queen Susan shawl
“Queen Susan Shawl” by The Ravelry Heirloom Knitting Forum
@web_goddess
The Green Sweater
“The Green Sweater” by Lea Stern
@web_goddess
Mawson’s Balaclava
mawsons-huts.org.au
@web_goddess
@web_goddess
My ML experience
xkcd.com/1425/
@web_goddess
deepknitting.csail.mit.edu
@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 💃
@web_goddess
1. Get training data
@web_goddess
github.com/textiles-lab/knitdb
@web_goddess
deepknitting.csail.mit.edu
@web_goddess
AWS Cloud
Amazon Simple
Email Service
Email
Amazon Simple
Storage Service
AWS Lambda
Amazon Simple
Storage Service
Amazon
DynamoDB
Email Processing
@web_goddess
@web_goddess
@web_goddess
2. Label training data
@web_goddess
@web_goddess
Garter Stitch
All rows: Knit
Reverse Stockinette
Row 1: Purl
Row 2: Knit
@web_goddess
theknittingspace.com/seed-stitch-vs-moss-stitch/
@web_goddess
@web_goddess
3. Train ML model
ml.p3.2xlarge
@web_goddess
4. Deploy ML model
@web_goddess
5. Build web frontend
for inference
@web_goddess
@web_goddess
@web_goddess
@web_goddess
@web_goddess
Number of training images: 368
Train-accuracy=0.579545
Validation-accuracy=0.458333
@web_goddess
3. Train the model… again
xkcd.com/1838/
@web_goddess
Demo time!
@web_goddess
Number of training images: 900
Train-accuracy=1.000000
Validation-accuracy=0.948275
@web_goddess
Image providers
Alexis Nast, Alison Reeve, Amanda Blicharz, Catherine Eibner, Catherine Manning, Cheryl Dubien, Christine Jones, Clarissa Meyer,
Claudine Ong, Cornelius McCallum, Debbie Teakle, Donna Edgar, Emma Coleman, Emma McDonnell, Erin Zimmer, Fabi Meyas,
Good Wool NZ, Jana Wiese, Jane Downey, Jess Jourdan, Jessica Marshallsay, Jessica McAlinden, Judith Simpson, Karin Slegers,
Kate Peters, Katie Vhay, Laura Hampton, Lauren Burka, Lele Schirmeister, Linda van der Pal, Lisa Eckstein, Lynn Tostevin, Marg
Willis, Maria Shanley, Megan Cole, Melanie Duff, Monica PDX, Nancy Hunt, Nicole O’Hara, Paula McKinney, Rian Anderson, Rachel
Hands, Sabine Feldner, Sally Webersinke, Sian Robyns, Simeon Johnson, Sophie Kunze, Tammy Meyer, Tammy Vipond, Tehmina
Gladman, Theresa Norrmen, Theresa Sovacool, Ulrika Malmgren
Labellers
Amelia Hodsdon, Amy Allenspach, Carina Zona, Celia King, Donna Edgar, Jen Luker, Jody Podbury, Kristen Symonds, Lele
Schirmeister, Lesley Diskin, Liz Evatt, Marg Willis, Merry Glennie, Tamsin
Guidance
Aparna Elangovan, Gabe Hollombe
@web_goddess
Thank you!

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