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A collection of fragments of understanding in the pursuit of deeper questions.

Contents

Short Project I

The goal of this project is that of investigating the distribution of hidden states of a Recurrent Neural Network (RNN) trained to approximate the behaviour of a Hidden Markov Model (HMM).

HMM

📄 HMM.pdf

RNN

Sequence Modeling - Recurrent and Recursive Nets

Project Implementation

HMM Data Generation & Utility Functions

Data Reshaping

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RNN Implementation

  • Vanilla 1 layer RNN with 200 Units