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Machine Learning
Model
Model
Parameters
Designed by humans
Machine
Learning
Learned from data
“All models are wrong,
some are useful”
– George Box
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target
prediction
input
data
model of problem
• Given an i.i.d. dataset
• Pick that minimize Loss
![](https://csdnimg.cn/release/download_crawler_static/89046836/bg5.jpg)
Image from marple.eeb.uconn.edu
❯ Minimize loss function in
training set
❯ Use computational
methods of optimization
while not converged
• Compute (estimate of) derivative
• Update
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