MANNING
Ben Wilson
IN ACTION
“We’d like the DS
team to solve”x.
Check some blogs.
Try the most popular
frameworks.
Get a tuned model
with the best metric
performance.
Patch in features to
best solve the
problem.
Wait for someone
to tell us to turn off
the job.
Revisit/retrain/
rebuild when
someone complains.
Schedule a notebook
prediction“job.”
The process and techniques covered in this book
The Business
How a lot of failed MLprojects are built
Production code and
infrastructure
development
Validation through
testing
Demonstrated
results and
feedback collection
from business
subject-matter
experts
“We’d like the DS
team to solve”x.
The Business
Ideation and
planning
Research
Experimentation
Proof of concept
Solution MVP
development
Drift monitoring and
attribution
measurement
A
Solution
that is . . .
•Maintainable
•Extensible
•Tested (unit, integration,A/B, and
attribution)
•Monitored
•Efficient (money and time)
•. . .
•. . . that solves the problem the
business needs to be solved
Machine Learning
Engineering
in Action
BEN WILSON
MANNING
SHELTER ISLAND
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Recognizing the importance of prese
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