-
-

Motivation

-

For lots of mathematical problems we need an ability to sample discrete random variables. -The problem is that due to continuous nature of deep learning optimization, the usage of truly discrete random variables is infeasible. -Thus we use different relaxation methods. -One of them, Concrete distribution or Gumbel-softmax (this is one distribution proposed in parallel by two research groups) is implemented in different DL packages. -In this project we implement different alternatives to it.

+
+
<img src="assets/logo.svg" width="200px" />
+<h1> Just Relax It </h1>
+Discrete variables relaxation
+
+
+
+
+

πŸ“¬ Assets

+
    +

  1. Technichal Meeting 1 - +Presentation

    2. +

  2. Technichal Meeting 2 - Jupyter +Notebook

    3. +

  3. Blog +Post

    4. +

  4. Documentation

    5. +
+
+
+

πŸ’‘ Motivation

+

For lots of mathematical problems we need an ability to sample discrete +random variables. The problem is that due to continuos nature of deep +learning optimization, the usage of truely discrete random variables is +infeasible. Thus we use different relaxation method. One of them, +Concrete distribution or +Gumbel-softmax (this is one +distribution proposed in parallel by two research groups) is implemented +in different DL packages. In this project we implement different +alternatives to it.

+
+
<img src="assets/overview.png"/>
+
+
+
-

Algorithms to implement (from simplest to hardest)

+

πŸ—ƒ Algorithms to implement (from simplest to hardest)

-

Problem details

-

To make the library consistent, we integrate imports of distributions from pyro and pytorch into the library, so that all the categorical distributions can be imported from one entrypoint.

+

🧩 Problem details

+

To make to library constistent, we integrate imports of distributions +from pyro and pytorch into the library, so that all the categorical +distributions can be imported from one entrypoint.

-

Contributors

+

πŸ‘₯ Contributors

diff --git a/installation.html b/installation.html index db9af40..5237363 100644 --- a/installation.html +++ b/installation.html @@ -24,7 +24,7 @@ - + @@ -51,12 +51,13 @@
diff --git a/objects.inv b/objects.inv index 661ec5d..ed08df3 100644 Binary files a/objects.inv and b/objects.inv differ diff --git a/py-modindex.html b/py-modindex.html index ece774f..1e6d31e 100644 --- a/py-modindex.html +++ b/py-modindex.html @@ -51,12 +51,13 @@