Learning from Data (Caltech course)
GPTKB entity
Statements (28)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
online learning platform
|
| gptkbp:availableOn |
gptkb:YouTube
gptkb:edX |
| gptkbp:duration |
10 weeks
|
| gptkbp:format |
video lectures
|
| gptkbp:hasTextbook |
Learning from Data (book)
|
| https://www.w3.org/2000/01/rdf-schema#label |
Learning from Data (Caltech course)
|
| gptkbp:language |
English
|
| gptkbp:level |
gptkb:university
|
| gptkbp:notableFaculty |
Yaser Abu-Mostafa
|
| gptkbp:offeredBy |
gptkb:California_Institute_of_Technology
|
| gptkbp:prerequisite |
calculus
linear algebra basic programming basic probability |
| gptkbp:startYear |
2012
|
| gptkbp:subject |
gptkb:machine_learning
|
| gptkbp:topic |
gptkb:VC_dimension
neural networks supervised learning bias-variance tradeoff overfitting regularization support vector machines unsupervised learning generalization |
| gptkbp:bfsParent |
gptkb:Yaser_S._Abu-Mostafa
|
| gptkbp:bfsLayer |
7
|