https://github.com/andy-joy-25/case-studies-on-dl-optimization-algos

https://github.com/andy-joy-25/case-studies-on-dl-optimization-algos

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  • Host: GitHub
  • Owner: andy-joy-25
  • Language: MATLAB
  • Default Branch: main
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Created over 3 years ago · Last pushed over 3 years ago
Metadata Files
Readme

README.md

Case-Studies-on-DL-Optimization-Algos

Organization

XOR Gate: Realisations of the XOR Gate

├── XOR_LF_1_Final.m ──> Via a Lyapunov Function (LF‑I) Based Learning Algorithm described here

├── XOR_grad_des_adaptive_lr.m ──> Via Gradient Descent with an Adaptive Learning Rate

DTDS_RTRL: Realisations of Discrete-Time Dynamic Systems (DTDSs) using Recurrent Neural Networks (RNNs) trained using the Real-Time Recurrent Learning Algorithm (RTRL)

├── DTDS-1.m ──> The 1st DTDS: 𝑦𝑘+1 = -0.5𝑦𝑘 - 𝑦𝑘−1 + 0.5𝑢𝑘

├── DTDS-2.m ──> The 2nd DTDS: 𝑦𝑘+1 = (𝑦𝑘/(1 + 𝑦2𝑘)) + 𝑢3𝑘

Owner

  • Name: Anand Choudhary
  • Login: andy-joy-25
  • Kind: user

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