diff --git a/README.md b/README.md
index 920cd3751..f47626649 100644
--- a/README.md
+++ b/README.md
@@ -19,7 +19,11 @@ txtai is built on the following stack:
 - Python 3.6+
 
 ## Installation
-You can install txtai directly from GitHub using pip. Using a Python Virtual Environment is recommended.
+The easiest way to install is via pip and PyPI
+
+    pip install txtai
+
+You can also install txtai directly from GitHub using pip. Using a Python Virtual Environment is recommended.
 
     pip install git+https://github.com/neuml/txtai
 
@@ -45,5 +49,5 @@ The examples directory has a series of examples and notebooks giving an overview
 |:----------|:-------------|------:|
 | [Introducing txtai](https://github.com/neuml/txtai/blob/master/examples/01_Introducing_txtai.ipynb)  | Overview of the functionality provided by txtai  |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuml/txtai/blob/master/examples/01_Introducing_txtai.ipynb) |
 | [Extractive QA with txtai](https://github.com/neuml/txtai/blob/master/examples/02_Extractive_QA_with_txtai)  | Extractive question-answering with txtai  |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuml/txtai/blob/master/examples/02_Extractive_QA_with_txtai.ipynb) |
-| [Build an Embeddings index from a data source](https://github.com/neuml/txtai/blob/master/examples/03_Build_an_Embeddings_index_from_a_data_source.ipynb)  | Embeddings index from a data source backed by word embeddings |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuml/txtai/blob/master/examples/03_Build_an_Embeddings_index_from_a_data_source) |
+| [Build an Embeddings index from a data source](https://github.com/neuml/txtai/blob/master/examples/03_Build_an_Embeddings_index_from_a_data_source.ipynb)  | Embeddings index from a data source backed by word embeddings |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuml/txtai/blob/master/examples/03_Build_an_Embeddings_index_from_a_data_source.ipynb) |
 | [Extractive QA with Elasticsearch](https://github.com/neuml/txtai/blob/master/examples/04_Extractive_QA_with_Elasticsearch.ipynb)  | Extractive question-answering with Elasticsearch  |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuml/txtai/blob/master/examples/04_Extractive_QA_with_Elasticsearch.ipynb) |
diff --git a/setup.py b/setup.py
index cef4d985f..f52572155 100644
--- a/setup.py
+++ b/setup.py
@@ -26,7 +26,7 @@
           "fasttext>=0.9.2",
           "nltk>=3.5",
           "numpy>=1.18.4",
-          "pymagnitude @ git+https://github.com/neuml/magnitude",
+          "pymagnitude-lite>=0.1.43",
           "regex>=2020.5.14",
           "scikit-learn>=0.23.1",
           "torch>=1.4.0",