machine learning and discovery with kubernetes · machine learning and discovery with kubernetes...
TRANSCRIPT
![Page 1: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/1.jpg)
Machine learning and discovery with KubernetesWilliam Benton • @willb • [email protected]
![Page 2: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/2.jpg)
What do machine learning workflows look like?
![Page 3: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/3.jpg)
@willb #SEMLA19
![Page 4: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/4.jpg)
@willb #SEMLA19
![Page 5: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/5.jpg)
@willb #SEMLA19
![Page 6: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/6.jpg)
@willb #SEMLA19
![Page 7: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/7.jpg)
@willb #SEMLA19
![Page 8: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/8.jpg)
@willb #SEMLA19
![Page 9: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/9.jpg)
@willb #SEMLA19
![Page 10: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/10.jpg)
@willb #SEMLA19
data collection and cleaning
codifying problem and metrics
![Page 11: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/11.jpg)
@willb #SEMLA19
feature engineering
model training and tuning
data collection and cleaning
![Page 12: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/12.jpg)
@willb #SEMLA19
feature engineering
model training and tuning
data collection and cleaning
![Page 13: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/13.jpg)
@willb #SEMLA19
feature engineering
model training and tuning
model validation
![Page 14: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/14.jpg)
@willb #SEMLA19
feature engineering
model training and tuning
model validation
![Page 15: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/15.jpg)
@willb #SEMLA19
model validation
model deployment
monitoring and validation
![Page 16: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/16.jpg)
@willb #SEMLA19
model validation
model deployment
monitoring and validation
![Page 17: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/17.jpg)
@willb #SEMLA19
feature engineering
model training and tuning
model validation
model deployment
monitoring and validation
data collection and cleaning
codifying problem and metrics
![Page 18: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/18.jpg)
@willb #SEMLA19
feature engineering
model training and tuning
model validation
model deployment
monitoring and validation
data collection and cleaning
codifying problem and metrics
defining types and interfaces prototyping
![Page 19: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/19.jpg)
@willb #SEMLA19
feature engineering
model training and tuning
model validation
model deployment
monitoring and validation
data collection and cleaning
codifying problem and metrics
unit, behavioral, and integration testing
formal verification
![Page 20: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/20.jpg)
@willb #SEMLA19
feature engineering
model training and tuning
model validation
model deployment
monitoring and validation
data collection and cleaning
codifying problem and metrics
deployment monitoring
![Page 21: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/21.jpg)
@willb #SEMLA19
![Page 22: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/22.jpg)
@willb #SEMLA19
![Page 23: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/23.jpg)
What’s a container?
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@willb #SEMLA19
%
![Page 25: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/25.jpg)
@willb #SEMLA19
% pip install numpy
![Page 26: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/26.jpg)
@willb #SEMLA19
pip install numpy
/usr/bin/pip executable
arguments
virtual memory
file handles
/root filesystem
environment LANG=en_US USER=willb ...
process table
network routes
![Page 27: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/27.jpg)
@willb #SEMLA19
pip install numpy
/usr/bin/pip executable
arguments
virtual memory
file handles
/root filesystem
environment LANG=en_US USER=willb ...
process table
network routes
![Page 28: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/28.jpg)
@willb #SEMLA19
pip install numpy
/usr/bin/pip executable
arguments
virtual memory
file handles
/root filesystem
environment LANG=en_US USER=willb ...
process table
network routes
![Page 29: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/29.jpg)
@willb #SEMLA19
pip install numpy
/usr/bin/pip executable
arguments
virtual memory
file handles
/root filesystem
environment LANG=en_US USER=willb ...
process table
network routes
![Page 30: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/30.jpg)
@willb #SEMLA19
pip install numpy
/usr/bin/pip executable
arguments
virtual memory
file handles
/root filesystem
environment LANG=en_US USER=willb ...
process table
network routes
![Page 31: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/31.jpg)
@willb #SEMLA19
pip install numpy
/usr/bin/pip executable
arguments
virtual memory
file handles
/var/lib/envs/mainroot filesystem
environment LANG=en_US USER=willb ...
process table
network routes
![Page 32: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/32.jpg)
@willb #SEMLA19
pip install numpy
/usr/bin/pip executable
arguments
virtual memory
file handles
/var/lib/envs/mainroot filesystem
environment LANG=en_US USER=willb ...
process table
network routes
100MAXIMUM
km / h
![Page 33: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/33.jpg)
@willb #SEMLA19
Immutable images
base image
configuration and installation recipes
user application code
979229b9
33721112 e8cae4f6 2bb6ab16 a8296f7e
a6afd91e 6b8cad3e
![Page 34: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/34.jpg)
@willb #SEMLA19
Stateless microservices
![Page 35: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/35.jpg)
@willb #SEMLA19
Stateless microservices
![Page 36: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/36.jpg)
@willb #SEMLA19
Stateless microservices
![Page 37: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/37.jpg)
@willb #SEMLA19
Stateless microservices
![Page 38: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/38.jpg)
@willb #SEMLA19
Stateless microservices
![Page 39: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/39.jpg)
@willb #SEMLA19
Stateless microservices
![Page 40: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/40.jpg)
@willb #SEMLA19
Stateless microservices
![Page 41: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/41.jpg)
@willb #SEMLA19
Stateless microservices
![Page 42: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/42.jpg)
@willb #SEMLA19
Declarative app configuration
![Page 43: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/43.jpg)
@willb #SEMLA19
Integration and deployment
OK!
![Page 44: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/44.jpg)
@willb #SEMLA19
Integration and deployment
OK!base image
configuration and installation recipes
application code
![Page 45: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/45.jpg)
@willb #SEMLA19
Integration and deployment
OK!base image
configuration and installation recipes
application code
![Page 46: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/46.jpg)
@willb #SEMLA19
Integration and deployment
base image
configuration and installation recipes
application code
![Page 47: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/47.jpg)
What containers offerdata scientists
![Page 48: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/48.jpg)
@willb #SEMLA19
![Page 49: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/49.jpg)
@willb #SEMLA19
![Page 50: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/50.jpg)
@willb #SEMLA19
OK!
OK!
![Page 51: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/51.jpg)
@willb #SEMLA19
No friction: mybinder.org
![Page 52: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/52.jpg)
@willb #SEMLA19
More flexible: source-to-image
%
![Page 53: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/53.jpg)
@willb #SEMLA19
More flexible: source-to-image
%
https://github.com/openshift/source-to-image
builder image application image
![Page 54: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/54.jpg)
![Page 55: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/55.jpg)
![Page 56: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/56.jpg)
@willb #SEMLA19
![Page 57: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/57.jpg)
@willb #SEMLA19
![Page 58: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/58.jpg)
![Page 59: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/59.jpg)
![Page 60: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/60.jpg)
@willb #SEMLA19
![Page 61: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/61.jpg)
@willb #SEMLA19
mA
![Page 62: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/62.jpg)
@willb #SEMLA19
mA
![Page 63: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/63.jpg)
@willb #SEMLA19
mA
distribution of input data?
distribution of predictions?
distribution of acyclic paths taken through scoring code?
(joint)
![Page 64: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/64.jpg)
@willb #SEMLA19
![Page 65: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/65.jpg)
Where from here?
![Page 66: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/66.jpg)
@willb #SEMLA19data scientists
application developersdata engineers
federate
trainmodels
events
databases
file, object storage
management
web and mobile
reporting
developer UItransform
transform
transform
archive
![Page 67: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/67.jpg)
@willb #SEMLA19data scientists
application developersdata engineers
federate
trainmodels
events
databases
file, object storage
management
web and mobile
reporting
developer UItransform
transform
transform
archive
machine learning engineers
![Page 68: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/68.jpg)
@willb #SEMLA19
radanalytics.io
![Page 69: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/69.jpg)
@willb #SEMLA19
opendatahub.io
![Page 70: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/70.jpg)
@willb #SEMLA19
Kubeflow
![Page 71: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/71.jpg)
What did we talk about today?
![Page 72: Machine learning and discovery with Kubernetes · Machine learning and discovery with Kubernetes William Benton • @willb • willb@redhat.com](https://reader035.vdocuments.us/reader035/viewer/2022081612/5f5a44a6a9d0a04a43302cd2/html5/thumbnails/72.jpg)
@willb #SEMLA19
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@willb #SEMLA19
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