AI Tools in action - Entrainez et déployez un modèle de ML avec les produits AI d’OVHcloud (AI Notebooks, AI Training & AI Deploy)

AI Tools in action Entrainez et déployez un modèle de ML avec les produits AI d’OVHcloud AI Notebooks, AI Training & AI Deploy Kevin AMIL, Eléa PETTON

About OVHcloud French & European leader in Cloud Data privacy and sovereignty Not subject to the Cloud Act HDS certification (ISO 27001 norm) Collaboration with public sector 2

Trust Working Together Our values Passion Disruption Responsibility 3

OVHcloud 4

OVHcloud AI Solutions NOTEBOOK AI Notebooks AI Training AI Deploy 5

AI Notebooks JupyterLab / Visual Studio Code as a service​ 1 Start preconfigured JupyterLab or VS Code notebooks 2 NOTEBOOK Notebook launched in the cloud with GPU (or CPU)​ 3 Customer is billed per minute used 6

AI Notebooks Machine Learning packages 4 ML frameworks available: PyTorch, TensorFlow, Transformers, … 5 NOTEBOOK Persist user workspace among runs to keep track of custom installed packages​ 7

OVHcloud AI Solutions NOTEBOOK AI Notebooks AI Training AI Deploy 8

AI Training Container As A Service Platform 1 Customer provides his docker container through docker registry​ 2 We run his container in the cloud over GPU (or CPU)​ 3 Customer is billed per minute used 9

AI Training 4 Preprocessing / postprocessing tasks​ Targeted use cases Machine Learning pipelines 5 Training of Machine Learning models 10

OVHcloud AI Solutions NOTEBOOK AI Notebooks AI Training AI Deploy 11

AI Deploy Container As A Service Platform 1 Customer provides his docker container through docker registry​ 2 We run his container in the cloud over GPU (or CPU)​ 3 Customer is billed per minute used 12

AI Deploy Targeted use cases Model inference 4 Industrial way of deploying stateless API(s) 5 Scalable on the fly 13

OVHcloud AI Solutions NOTEBOOK AI Notebooks Data scientist AI Training AI Deploy Machine Learning Engineer 14

Global AI Workflow STORE PREPROCESS EXPLORE TRAIN DEPLOY High Perf Object Storage Data Processing AI Notebooks AI Training AI Deploy S3 15

Demo time 16

Audio use case Store Marine mammal sounds database Marine mammal sounds classification Process audio files with Librosa Build neural network Train and evaluate model https://whoicf2.whoi.edu/science/B/whalesounds/ Develop and deploy an app 17

AI A PROCESS / EXPLORE data CREATE model CT STORA E J TRAINING I A TRAINING I A EXPORT model EVALUATE model TRAIN model GE OB STORE data TEBOOO O N KS OTEBOOK N I S CT STORA E J GE OB Journey to the center of AI Solutions EPLOY AI D INFERENCE DEVELOP app DEPLOY app 18

Object Storage store data, codes, models 19

AI Notebooks explore process build 20

AI Training train validate export 21

AI Deploy size secure deploy infer 22

AI Deploy size secure deploy infer 22

AI Solutions in a nutshell Object Storage Spark jobs AI Notebooks Swift, S3, High Perf Data Processing Exploration, training AI Training Locally AI Deploy Training, validation Create ,develop, build Deploy, serve, infer 23

QUESTIONS? 24

References OVHcloud WebSite - AI offers https://www.ovhcloud.com/en/public-cloud/ai-machine-learning/ OVHcloud Public Cloud - AI Solutions https://www.ovh.com/manager/#/public-cloud OVHcloud documentation - AI Solutions https://help.ovhcloud.com/csm/en-gb-documentation-public-cloud-ai-and-machine-learning? id=kb_browse_cat&kb_id=574a8325551974502d4c6e78b7421938&kb_category=1f34d555f49801102d4ca4d466a7fd7d OVHcloud GitHub repository - AI examples https://github.com/ovh/ai-training-examples OVHcloud Blog Post https://blog.ovhcloud.com/ AI