JGS594 Lecture 04

Software Engineering for Machine Learning
Introduction III
(202201)

Transcript

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   SER 594
   Software Engineering for
   Machine Learning
   Lecture 04: Introduction III
   Dr. Javier Gonzalez-Sanchez
   javiergs@asu.edu
   javiergs.engineering.asu.edu | javiergs.com
   PERALTA 230U
   Office Hours: By appointment
   

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   Previously …
   Models
   

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   Data
   

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   Deep Learning
   

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   Tree
   

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   Forest | Bagging
   

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   Clustering
   

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   Key Ideas
   Software Engineering
   

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9. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 9
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   SER594 – Software Engineering for
   Machine Learning
   Definition
   

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    Definition
    § a branch of computer science that deals with the design, implementation,
    and maintenance of complex computer programs. It encompasses not just
    the act of writing code, but all the tools and processes used to build and
    maintain that code over time.
    

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    A sneak peek at the Code
    

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    Trainer
    

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    Example
    

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    Application
    

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    SER594 – Software Engineering for
    Machine Learning
    Definition
    

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    SER594 – Software Engineering for
    Machine Learning
    Definition
    Prioritize Performance
    for the ML component
    

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    Next
    Library
    From
    Scratch
    

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    Neural Network
    

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    BasicNeuralNetwork
    

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    Code
    

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    Main
    

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    Constructor
    

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    Forward Propagation
    

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    Backward Propagation (Part 1 of 2)
    

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27. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 27
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    Backward Propagation (Part 2 of 2)
    

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    Questions
    

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    SER 594 Software Engineering for Machine Learning
    Javier Gonzalez-Sanchez, Ph.D.
    javiergs@asu.edu
    Spring 2022
    Copyright. These slides can only be used as study material for the class CSE205 at Arizona State University.
    They cannot be distributed or used for another purpose.
    

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