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How Instacart is Using Deep Learning
1.
How Instacart is
Using Deep Learning to Create the Most Efficient Shoppers Ever
2.
v @jeremystan Our Value Proposition Groceries
from stores you love delivered to your doorstep in as little as an hour + + + =
3.
v @jeremystan Picking Groceries
4.
v @jeremystan Picking Groceries
5.
v @jeremystan List Sorting 100s of
retailers 1,000s of stores 10,000s of shoppers 1,000,000s of products
6.
v @jeremystan Why Not? Can’t we
just? ...build warehouses? No ...get store data? Often not …map manually? Infrequently ...map with tech? Not yet
7.
v @jeremystan Results 123 years of shopping 125
million US households 1% market share 1x trips / week 1 minute saved per trip Shopper Speed (Items per Minute) Batch Size (Items Picked)
8.
v @jeremystan Problem Definition 1 2
3 4 5 6 7 8 9 10 Learn sequence Predict sequence
9.
v @jeremystan Problem Definition Last Candidates Next Pr
next= last= ,candidates=
10.
v @jeremystan Initial Architecture 1 Cross Entropy 1 Deterministic Learned 1m 10m Final Layer 1m Masked Soft
Max Hidden Layers 50k 30 10 Embedding 10m 1m 10 tensor length # parameters Predicted 1m = 32% Pr next= last= ,candidates= Embedding 10k 1k 10 10 Embedding 100k 10k
11.
v @jeremystan 1 10 1m Initial Architecture Embedding Embedding Embedding Hidden Layers Predicted 10m 10k 100k 50k 10m Final Layer 1m 1k 10k 10 10
30 10 1m Cross Entropy 1 Deterministic Learned Masked Soft Max 1m tensor length # parameters = 32% Pr next= last= ,candidates=
12.
v @jeremystan Discovering Layout 10 Embedding Embedding Embedding 10m 10k 100k 1m 1k 10k 10 10 30
13.
v @jeremystan Discovering Layout 10 Embedding Embedding Embedding 10m 10k 100k 1m 1k 10k 10 10 30
14.
v @jeremystan 1 10 1m Initial Architecture Weaknesses Embedding Embedding Embedding Hidden Layers Predicted 10m 10k 100k 50k
10m Final Layer 1m 1k 10k 10 10 30 10 1m Cross Entropy 1 Masked Soft Max 1m Redundant No metadata Dense
15.
v @jeremystan 1 10 1m Final Architecture Embedding Embedding Embedding Hidden Layers Predicted 10m 10k 100k 50k 10m Final Layer 1m 1k 10k 10 10
30 10 1m Cross Entropy 1 Masked Soft Max 1m
16.
v @jeremystan 10 Final Architecture Embedding Embedding Embedding Hidden Layers 10m 10k 100k 50k 1m 1k 10k 10 10 30
17.
v @jeremystan 1 10m 10 Final Architecture Shared Embedding Embedding Embedding 10k 100k 50k 1m 1k 10k 10 10 40 1m
10 Shared Embedding Hidden Layers Score = 0.7
18.
v @jeremystan 1 10m 10 Final Architecture Shared Embedding Embedding Embedding 10k 100k 50k 1m 1k 10k 10 10 40 1m
10 Shared Embedding Hidden Layers Score = 0.7
19.
v @jeremystan 1 10m 10 Final Architecture Shared Embedding Embedding Embedding 10k 100k 50k 1m 1k 10k 10 10 40 1m
10 Shared Embedding Hidden Layers Score = 0.7 10.16m Score Generator
20.
v @jeremystan Final Architecture Score 1 10m 10 Shared Embedding Embedding Embedding 10k 100k 50k 1m 1k 10k 10 10 40 1m
10 Shared Embedding Hidden Layers = 0.7 10.16m Score Generator
21.
v @jeremystan Final Architecture Score 10.16m Score Generator 1m 1 10.16m Score Generator Score
0.7
22.
v @jeremystan 1m Final Architecture 1 10.16m Score Generator Score 0.7
23.
v @jeremystan 1m Final Architecture 1 Score Generator Score 10.16m 1m 1 Score Generator Score 0.7 -0.2
24.
v @jeremystan 1m Final Architecture 1 Score Generator Score 1m 1 Score Generator Score 0.7 -0.2 1m
1 Score Generator Score 1m 1 Score Generator Score 1m 1 Score Generator Score 10.16m -0.4 1.3 1.1
25.
v @jeremystan 1m Final Architecture 1 Score Generator Score 1m 1 Score Generator Score 1m
1 Score Generator Score 1m 1 Score Generator Score 1m 1 Score Generator Score 1 Predicted Cross Entropy 1 Soft Max 5 = 36% 10.16m 10x faster training 10% better accuracy 2x slower prediction
26.
v @jeremystan Team Francisco Guzman Designer Nima Zahedi Product
Manager Montana Low Machine Learning Engineer
27.
WE’RE HIRING! @jeremystan |
e-mail: jeremy.stanley@instacart.com careers: careers.instacart.com
Download now