Presented at #H2OWorld 2017 in Mountain View, CA.
Enjoy the video: https://youtu.be/ZrlJQqNaSMI.
Learn more about H2O.ai: https://www.h2o.ai/.
Follow @h2oai: https://www.twitter.com/h2oai.
2. Time is the only non-renewable resource!
https://www.youtube.com/watch?v=LOJbM0aXZp0
Then and Now…
Pit Stops, 1960 to 2013
https://www.youtube.com/watch?v=LrC3mBNG7WU
World's Fastest GPU
Machine Learning in H2O
11. Our commitment to Open Source
is
// Double
h2o-3, autoML
Sparkling Water
h2o4GPU,
data.table, R & Python
12. Our commitment to Open Source
is // Double
h2o-3, autoML
Sparkling Water
h2o4GPU,
data.table, R & Python
keras (for deep water)
13. make platforms not just products!
ecosystems grow by giving.
Raise a forest, not just a tree!
14. Our partnerships with
NVIDIA
IBM Power
AWS, Azure, Google
Splunk
Hadoop Distributions
Data Science Workbenches
Scoring Deployments
Data Companies
Customers
26. Automation is key to industrial strength AI
Automatic Feature Engineering.
Prevention of common pitfalls - time killers
Overfitting, Leakage.
Reporting and Visualization
Consistency breeds Speed and Safety.
33. Time is the only non-renewable resource!
https://www.youtube.com/watch?v=LOJbM0aXZp0
Then and Now…
Pit Stops, 1960 to 2013
https://www.youtube.com/watch?v=LrC3mBNG7WU
World's Fastest GPU
Machine Learning in H2O
48. data + ai = dataware
the new software/hardware
49. The Edge
49
…
H2O Cluster
Model Training Model Deployment
H2O MOJO
Model Object
Data
Smartphone Watch
Factory T-Shirt
Engine
Predictive Maintenance
Consumer
Industrial
Embedded Devices
Learning Feedback Loop
50. AI is Eating Hardware
2014 2015 2016 2017
1
10
102
103
104
105
106
107
Throughput
CPU
GPU
FPGA
ASIC
2018
Price / Performance
(Speed and Accuracy)
Giga FLOPS
Tera FLOPS
Peta FLOPS 108
2019
52. Data Monetization with AI exchanges
Rain
Payroll
H2O
Models
AdTech
H2O
Models
Data
Co.
H2O
Models
Card Co.
H2O
Models
Bank
H2O
Models
Salary Prediction
Fraud IP Addr
Prediction
Lending Data
Products
H2O
Rain
Pricing
Bid per
Use
Accuracy
Speed
Reuse
Exclusions
% Royalty
Intelligence
Marketplace
exchange
Data
Partner
s
Data
Partner
s
block chain
54. 40,000 fmri studies invalidated due to a bug.
Open Source and Open Data is the path!
55. Open Data Ecosystems.
Open Source Diagnostics Software.
Open Source Algorithms to fight Disease.
Data Products Save Lives!
Consumers integrate verticals.
56. Life cycle of Data
data to insight
insight to story
story to wisdom
57. Life cycle of Data
data to insight
insight to story
story to wisdom
data transforms processes.
data science is the pursuit of truth
58. Universe is sparse. Life is messy.
Data is sparse and messy.
- Lao Tsu
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