How Deep Learning Will Make Us More Human Again
While deep learning is taking over the AI space, most of us are struggling to keep up with the pace of innovation. Arno Candel shares success stories and challenges in training and deploying state-of-the-art machine learning models on real-world datasets. He will also share his insights into what the future of machine learning and deep learning might look like, and how to best prepare for it.
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3. H2O.ai
Machine Intelligence 3
Software Product: H2O - AI for Business Transformation
• Scalable and Distributed Data Science and Machine Learning:
Deep Learning, Gradient Boosting, Random Forest,
Generalized Linear Modeling, K-Means Clustering, PCA, GLRM, …
• Apache v2 Open Source (github.com/h2oai)
H2O is Easy to Use and Deploy
• h2o.ai/download and run anywhere, immediately
• Client APIs: R, Python, Java, Scala, REST, Flow GUI
• Spark (cf. Sparkling Water), Hadoop, Standalone
• Auto-generated Java/C++ Scoring Code
H2O.ai - Makers of H2O
8. H2O.ai
Machine Intelligence
Digital Marketing - Campaigns
“H2O gave us the capability to do Big
Modeling. There is no limit to scaling in H2O.”
“Working with the H2O
team has been amazing.”
“The business value that we have gained
from advanced analytics is enormous.”
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9. H2O.ai
Machine Intelligence
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Matching TV Watching Behavior with Buying Behavior
“Unlike other systems where I had
to buy the whole package and just
use 10-20%, I can customize H2O
to suit my needs.”
“I am a big fan of open source. H2O is
the best fit in terms of cost as well as ease
of use and scalability and usability.”
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10. H2O.ai
Machine Intelligence
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Insurance - Risk Assessment
“Predictive analytics is the differentiator
for insurance companies going forward
in the next couple of decades.”
“Advanced analytics was one of the
key investments that we decided to
make.”
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11. H2O.ai
Machine Intelligence
Fintech - Fraud/Risk/Churn/etc.
“H2O is a great solution because it's
designed to be enterprise ready and
can operate on very large datasets.”
”H2O has been a one-stop shop that helps
us do all our modeling in one framework.”
”H2O is the best solution to be able to
iterate very quickly on large datasets
and produce meaningful models.”
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