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ELEC_ENG 335, 435: Deep learning Foundations from Scratch | Killexams.com Resources

VIEW ALL path times AND classes necessities Prior desktop gaining knowledge of event (e.g., an introductory laptop researching direction ELEC_ENG 375/475 or COMP_SCI 349 or the same route), a thorough realizing of Linear Algebra and Vector Calculus, and robust familiarity with the Python programming language (e.g., basic facts manipulation libraries, how to construct functions and classes, and so on.). Python should be used for all coding assignments. No different language may also be used to comprehensive programming assignments. Description

The​ ​last​ ​decade​ ​has​ ​seen​ ​a​ ​resurgence​ ​of​ ​deep​ ​neural​ ​networks​ ​as​ ​the​ ​computing device​ ​getting to know  tool​ ​of​ ​option​ ​for​ ​many​ ​application​ ​areas​ ​together with​ ​computer​ ​vision,​ ​reinforcement​ ​researching,​ ​and​ ​herbal  language​ ​processing.​ ​This​ ​direction​ ​presents​ ​a​ ​holistic​ ​and​ ​fingers-on​ ​introduction​ ​to​ ​deep​ ​networks,​ ​their​ ​many  kinds​ ​and​ ​purposes,​ ​as​ ​smartly​ ​as​ ​the​ ​algorithms​ ​used​ ​to​ ​instruct​ ​them.​ ​In​ ​this​ ​path​ ​we​ ​focus on​ ​the  foundations​ ​of​ ​Feedforward​ ​Networks,​ ​Convolutional​ ​Networks,​ ​and​ ​Recurrent​ ​Networks,​ ​as​ ​neatly​ ​as​ ​their  utilization​ ​within​ ​standard​ ​Reinforcement​ ​gaining knowledge of​ ​frameworks.​ ​​using​ ​actual​ ​datasets​ ​and​ ​primary​ ​Python​ ​libraries​ ​for  data​ ​manipulation,​ ​vector/matrix​ ​algebra,​ ​and​ ​automatic​ ​differentiation​ ​college students​ ​will​ ​code​ ​up​ ​-​ ​from​ ​scratch​ ​-  regular​ ​examples​ ​of​ ​each and every​ ​such​ ​community​ ​architecture​ ​and​ ​practice​ ​them​ ​to​ ​applications​ ​in​ ​natural​ ​language  processing,​ ​laptop​ ​vision,​ ​speech​ ​attention,​ ​and​ ​computerized​ ​handle.

  • This course fulfills the Technical elective requirement.

    • teacher: Prof. Aggelos Katsaggelos

    course define:

    1. Deep Feedforward Networks

  • a. Supervised researching recap
  • b. Feedforward networks in the context of characteristic approximation
  • c. fundamental recipes for building deep networks
  • d. Deep nets vs Kernel methods
  • e. How deep networks came again

    • 2. Technical considerations with Deep Networks

  • a. Mathematical optimization recap
  • b. automatic differentiation, implementations in Python
  • c. First order stochastic gradient strategies
  • d. Regularization innovations
  • e. Technical hints

    • 3. Convolutional Networks

  • a. From fastened function extractors to convolutional networks
  • b. Composing filters and functions
  • c. applications in computing device imaginative and prescient and speech processing
  • d. transfer researching

    • 4. Recurrent Networks

  • a. Recurrence family members
  • b. Parameterized recurrence members of the family and feedforward networks
  • c. Deriving vanilla recurrent networks
  • d. universal architectures, lengthy-brief-time period-reminiscence
  • e. purposes in NLP and speech recognition

    • 5. Deep illustration getting to know

  • a. Unsupervised studying recap
  • b. Nonlinear extensions of PCA, autoencoders

    • route HAND-OUTS: This path has no required textbook. Handouts authored by way of the instructors should be made freely available to students for notes. furthermore a small variety of vital sections from the author’s textbook desktop studying subtle (Cambridge institution Press) might be made freely obtainable to college students.

    problem units: four-5 problem units can be assigned and graded.  

    direction task: There may be a venture for the direction

    direction GRADE: last grades for the direction are in keeping with homework (sixty five%) and challenge (35%)


    		  



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