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From Machine Learning to
Learning Machines
Dinesh Nirmal
Vice President, Product Development
IBM Analytics
@DineshNirmalIBM
Rapid speed of
development
Act with
intelligence
Changing
business rules
When to use machine learning
Ingest
Data
Extract
Features
Train Model
Deploy
Model
The (incomplete) machine learning process
Make
Predictions
Human
intervention
Ingest
Data
Extract
Features
Train Model
Deploy
Model
Machine Learning to Learning Machines
Continuous feedback, auto modeling,
retraining
Make
Predictions
Collaboration
Data Scientists,
Developers, Business
Analysts
Convergence
Best of breed machine
learning technologies
Simplicity
Automated, Guided,
Intuitive
Design Principles of Learning Machines
Ecosystem of partners
From idea to demo in 5 months
From Machine Learning to Learning Machines: Creating an End-to-End Cognitive Process with Apache Spark™
Watson Data Platform
Data Engineering Data Science Business Analysis App Development
open  intelligent  hybrid
Experiences
task-specific, collaborative
Data and Analytics Services
comprehensive
Visit us
Booth 439
IBM.co/dataworks
Booth P5
spark.tc
NH Carrefour De
L'Europe
bit.ly/ML-Meetup

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