Introduction to Machine Learning and Deep Learning - MathWorks
ο»ΏIntroduction to Machine Learning and Deep Learning
Conor Daly
? 2015 The MathWorks, Inc1.
Machine learning in action
CamVid Dataset
1. Segmentation and Recognition Using Structure from Motion Point Clouds, ECCV 2008
2. Semantic Object Classes in Video: A High-Definition Ground Truth Database, Pattern Recognition Letters
2
Machine learning is everywhere
Image recognition
[TBD]
Speech recognition
Stock prediction
Medical diagnosis
Predictive maintenance
Language translation
and more...
3
Agenda
1. Machine learning ? predictive maintenance 2. Deep learning ? build a digits classifier 3. Predictive maintenance revisited ? a deep learning approach
4
What is machine learning?
Machine learning uses data and produces a model to perform a task
Standard Approach
Computer Program
long medium short
Hand Written Program
If X > 0.5 then "LONG"
If Y < 4 and Z > 5 then "MEDIUM" ...
Formula or Equation
health = 1
+
+ 2 ...
+ 3
Machine Learning Approach
Machine Learning
long medium short
: Predictors Response
= < >(_, )
5
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