Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Voxxed Days Belgrade 2017: Deploying Image Reco...

Sponsored · SiteGround - Reliable hosting with speed, security, and support you can count on. →
Avatar for Casey West Casey West
October 19, 2017
Technology
200
0

Voxxed Days Belgrade 2017: Deploying Image Recognition with TensorFlow and Kubernetes

Avatar for Casey West

Casey West

October 19, 2017

More Decks by Casey West

See All by Casey West
TechSummit Amsterdam 2017: Enhance! Deploying Image Recognition with TensorFlow and Kubernetes
Avatar for Casey West caseywest
0
200
Said no CEO ever: Things that don't matter in the cloud
Avatar for Casey West caseywest
12
3.4k
OperabilityIO 2016 – Achieving Cloud-Native Operability
Avatar for Casey West caseywest
0
680
ContainerCon North America – Cloud Anti-Patterns
Avatar for Casey West caseywest
3
3.4k
Abstractions – Pittsburgh – The Twelve-Factor Container + BONUS
Avatar for Casey West caseywest
0
440
Velocity — Minimum Viable Platform
Avatar for Casey West caseywest
0
310
Minimum Viable Platform - Devops MSP
Avatar for Casey West caseywest
0
270
How Platforms Work
Avatar for Casey West caseywest
0
740
Linux Conf Australia 2016 - The Twelve-Factor Container
Avatar for Casey West caseywest
3
600

Other Decks in Technology

See All in Technology
Gen3R: 3D Scene Generation Meets Feed-Forward Reconstruction
Avatar for Spatial AI Network spatial_ai_network
0
130
ソニー銀行におけるビジネスアジリティ向上のためのクラウドシフト戦略
Avatar for srenext srenext
0
770
Type-safe IaC for Dart
Avatar for Nozomi Koborinai coborinai
0
160
非定型なドキュメントを効率よくリファクタする 〜えぇ！？仕様書27本の移行が1日で終わったって！？〜
Avatar for subroh_0508 subroh0508
2
550
LLMやAIエージェントをソフトウェアに組み込むプラクティス
Avatar for shibuiwilliam shibuiwilliam
2
420
Control Planeで育てるBtoB SaaSの認証基盤 - SRE NEXT 2026
Avatar for pokohide pokohide
1
2.6k
SRE Next 2026 何でも屋からの脱却
Avatar for Masato Bito bto
0
950
AI Coding Agent時代のcdk-nagガードレール 〜組織ルールを強制CIで守り抜く設計の挑戦〜
Avatar for みずほリサーチ&テクノロジーズ株式会社 先端技術研究部 mhrtech
3
420
美しいコードを書くためにF#を学んでみた話
Avatar for yud0uhu yud0uhu
1
460
2年前に削除したPHPクラスが、 ある日突然決済をエラーにした
Avatar for ykagano ykagano
1
290
はじめてのWDM
Avatar for miyukichi_ospf miyukichi_ospf
1
150
DMM.com 購入改善推進チーム におけるCodeRabbitを用いた レビューフロー改善の一例
Avatar for Kanon ysknsid25
2
670

Featured

See All Featured
Thoughts on Productivity
Avatar for Jon Yablonski jonyablonski
76
5.2k
Design of three-dimensional binary manipulators for pick-and-place task avoiding obstacles (IECON2024)
Avatar for konakalab konakalab
0
490
Navigating the moral maze — ethical principles for Al-driven product design
Avatar for Skipper Chong Warson skipperchong
2
420
WENDY [Excerpt]
Avatar for Tessa Abrams tessaabrams
11
38k
AI Search:
Where Are We & What Can We Do About It?
Avatar for Aleyda Solis aleyda
0
7.7k
Chasing Engaging Ingredients in Design
Avatar for Sebastian Deterding codingconduct
0
240
Bash Introduction
Avatar for André Augusto Costa Santos 62gerente
615
220k
Evolving SEO for Evolving Search Engines
Avatar for Ryan Jones ryanjones
0
240
Effective software design: The role of men in debugging patriarchy in IT @ Voxxed Days AMS
Avatar for Kenny Baas-Schwegler baasie
0
450
コードの90%をAIが書く世界で何が待っているのか / What awaits us in a world where 90% of the code is written by AI
Avatar for r-kagaya rkaga
62
45k
Raft: Consensus for Rubyists
Avatar for Patrick Van Stee vanstee
141
7.6k
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
Avatar for Michelle Schulp Hunt marktimemedia
31
2.8k

Transcript

  1. Enhance! Deploying Image Recognition with TensorFlow and Kubernetes Casey West

    ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 1

  2. I am… —Dad, software architect, technical lead, change agent, programmer,

    beverage enthusiast, rock climber, cyclist, acro yoga person… —An Architecture Advocate at Google. I am not… —A data scientist. —An expert in machine learning. ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 2

  3. however… ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes

    3

  4. I know enough to be dangerous. ! @caseywest @googlecloud @VoxxedBelgrade

    #" #VBD17 #machinelearning #tensorflow #kubernetes 4

  5. In 40 minutes you will also know enough to be

    dangerous. ! ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 5

  6. Let's get dangerous. ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning

    #tensorflow #kubernetes 6

  7. Project Plan —Phase 0: Understand ML Basics —Phase 1: Create

    TensorFlow Serving model —Phase 2: Create TensorFlow Serving client app —Phase 3: Deploy on Kubernetes —Phase 4: Play! ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 7

  8. Understand ML Basics ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning

    #tensorflow #kubernetes 8

  9. Understand ML Basics ¯\_(ϑ)_/¯ ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17

    #machinelearning #tensorflow #kubernetes 9

  10. Training a Model 1. Data 2. Time 3. Procedure !

    @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 10

  11. Training a Model 1. Data Historical or available data. !

    @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 11

  12. Training a Model 2. Time Iterations you have time to

    make. ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 12

  13. Training a Model 3. Procedure Discover data preparation procedures, an

    algorithm to use, and how to configure it. ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 13

  14. Training a Model: Steps 1. Get a data set. 2.

    Split it into training and testing data. 3. Train the algorithm. 4. Test the algorithm. 5. Ship it! ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 14

  15. Training a Model: Know More in Five Minutes https://www.youtube.com/watch?v=2FmcHiLCwTU —

    Siraj Raval ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 15

  16. Image Recognition: Inception v3 https://github.com/tensorflow/models/tree/master/research/inception ! @caseywest @googlecloud @VoxxedBelgrade #"

    #VBD17 #machinelearning #tensorflow #kubernetes 16

  17. Serving the model with TensorFlow Serving —Continuous training pipeline —gRPC

    interface —Production ready https://www.tensorflow.org/serving/ ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 17

  18. Pre-trained models exist! ! Let's containerize them before they get

    away! ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 18

  19. Create a Docker Image: TensorFlow Serving Inception v3 Docker Machine

    docker-machine create \ --driver google \ --google-project goog-caseywest \ --google-zone us-central1-a \ --google-machine-type n1-standard-4 \ docker-machine eval $(docker-machine env docker-machine) ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 19

  20. Create a Docker Image: TensorFlow Serving Inception v3 Run developer

    container git clone [email protected]:tensorflow/serving.git cd serving docker build --pull \ -t $USER/tensorflow-serving-devel \ -f tensorflow_serving/tools/docker/Dockerfile.devel . docker run --name=inception_container -it \ $USER/tensorflow-serving-devel ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 20

  21. Create a Docker Image: TensorFlow Serving Inception v3 Build in

    the devel the container git clone --recurse-submodules \ https://github.com/tensorflow/serving cd serving/tensorflow ./configure # interactive :-( cd .. bazel build -c opt tensorflow_serving/... ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 21

  22. Create a Docker Image: TensorFlow Serving Inception v3 Export inception

    in the devel the container curl -LO http://cwe.st/tf-inception-v3 tar xzf inception-v3-2016-03-01.tar.gz bazel-bin/tensorflow_serving/example/inception_saved_model \ --checkpoint_dir=inception-v3 \ --output_dir=inception-export ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 22

  23. Create a Docker Image: TensorFlow Serving Inception v3 Commit and

    deploy container docker commit inception_container \ $USER/inception_serving docker tag $USER/inception_serving \ gcr.io/goog-caseywest/inception gcloud docker -- push \ gcr.io/goog-caseywest/inception ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 23

  24. The Machines Have Already Learned Using ML isn't doing ML.

    ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 24

  25. Deploy Inception Service on Kubernetes Create a cluster gcloud container

    clusters create \ image-recognition-cluster \ --num-nodes 5 ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 25

  26. Let's do it live… ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17

    #machinelearning #tensorflow #kubernetes 26

  27. We did it! ! ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17

    #machinelearning #tensorflow #kubernetes 27

  28. Takeaways —Training models is hard. —Serving models is kind of

    easy. —gRPC and protobuf have steep learning curves. —therefore, client libraries are challenging. ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 28

  29. Want the code? —DM me @caseywest —Email me [email protected] —Try

    a similar tutorial —https://tensorflow.github.io/serving/ serving_inception ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 29

  30. Want to try more ML? —TensorFlow —https://www.tensorflow.org/ —MXNet —http://mxnet.io/ —Google

    Cloud Playground —https://cloud.google.com/vision/ ! @caseywest @googlecloud @VoxxedBelgrade #" #VBD17 #machinelearning #tensorflow #kubernetes 30

  31. Let's be friends @caseywest ! ! @caseywest @googlecloud @VoxxedBelgrade #"

    #VBD17 #machinelearning #tensorflow #kubernetes 31