diff --git a/README.md b/README.md
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+++ b/README.md
@@ -43,9 +43,6 @@ Network compression can reduce the memory footprint of a neural network, increas
 - [Installation](#installation)
 - [Getting Started](#getting-started)
   - [Basic Usage Examples](#basic-usage-examples)
-    - [Training-only](#training-only)
-    - [Getting parameter statistics of a sparsified model](#getting-parameter-statistics-of-a-sparsified-model)
-    - [Post-training quantization](#post-training-quantization)
   - [Explore the sample Jupyter notebooks](#explore-the-sample-jupyter-notebooks)
 - [Running the tests](#running-the-tests)
 - [Generating the HTML documentation site](#generating-the-html-documentation-site)