diff --git a/README.md b/README.md
index 42d84959f..cedecbdb5 100644
--- a/README.md
+++ b/README.md
@@ -2,18 +2,18 @@
 
 # spaCy: Industrial-strength NLP
 
-spaCy is a library for advanced Natural Language Processing in Python and
+spaCy is a library for **advanced Natural Language Processing** in Python and
 Cython. It's built on the very latest research, and was designed from day one to
 be used in real products.
 
 spaCy comes with
-[pretrained pipelines](https://spacy.io/models) and embeddings, and
+[pretrained pipelines](https://spacy.io/models), and
 currently supports tokenization and training for **60+ languages**. It features
 state-of-the-art speed and **neural network models** for tagging,
 parsing, **named entity recognition**, **text classification** and more, multi-task learning with pretrained **transformers** like BERT, as well as a production-ready [training system](https://spacy.io/usage/training) and easy model packaging, deployment and workflow management.
 spaCy is commercial open-source software, released under the MIT license.
 
-💫 **Version 3.0 (nightly) out now!**
+💫 **Version 3.0 out now!**
 [Check out the release notes here.](https://github.com/explosion/spaCy/releases)
 
 [![Azure Pipelines](https://img.shields.io/azure-devops/build/explosion-ai/public/8/master.svg?logo=azure-pipelines&style=flat-square&label=build)](https://dev.azure.com/explosion-ai/public/_build?definitionId=8)
@@ -22,6 +22,7 @@ spaCy is commercial open-source software, released under the MIT license.
 [![conda Version](https://img.shields.io/conda/vn/conda-forge/spacy.svg?style=flat-square&logo=conda-forge&logoColor=white)](https://anaconda.org/conda-forge/spacy)
 [![Python wheels](https://img.shields.io/badge/wheels-%E2%9C%93-4c1.svg?longCache=true&style=flat-square&logo=python&logoColor=white)](https://github.com/explosion/wheelwright/releases)
 [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg?style=flat-square)](https://github.com/ambv/black)
+
 [![PyPi downloads](https://img.shields.io/pypi/dm/spacy?style=flat-square&logo=pypi&logoColor=white)](https://pypi.org/project/spacy/)
 [![Conda downloads](https://img.shields.io/conda/dn/conda-forge/spacy?style=flat-square&logo=conda-forge&logoColor=white)](https://anaconda.org/conda-forge/spacy)
 [![Model downloads](https://img.shields.io/github/downloads/explosion/spacy-models/total?style=flat-square&label=model+downloads)](https://github.com/explosion/spacy-models/releases)