diff --git a/README.rst b/README.rst
index 1f13eeec9..334c657c6 100644
--- a/README.rst
+++ b/README.rst
@@ -8,7 +8,7 @@ English and German, as well as tokenization for Chinese, Spanish, Italian, Fren
Portuguese, Dutch, Swedish, Finnish, Hungarian and Bengali. It's commercial open-source
software, released under the MIT license.
-💫 **Version 1.6 out now!** `Read the release notes here. `_
+💫 **Version 1.7 out now!** `Read the release notes here. `_
.. image:: https://img.shields.io/travis/explosion/spaCy/master.svg?style=flat-square
:target: https://travis-ci.org/explosion/spaCy
@@ -149,52 +149,76 @@ Improvements and pull requests to the recipe and setup are always appreciated.
Download models
===============
-After installation you need to download a language model. Models for English
-(``en``) and German (``de``) are available.
+As of v1.7.0, models for spaCy can be installed as **Python packages**.
+This means that they're a component of your application, just like any
+other module. They're versioned and can be defined as a dependency in your
+``requirements.txt``. Models can be installed from a download URL or
+a local directory, manually or via pip. Their data can be located anywhere on
+your file system. To make a model available to spaCy, all you need to do is
+create a "shortcut link", an internal alias that tells spaCy where to find the
+data files for a specific model name.
+
+======================= ===
+`spaCy Models`_ Available models, latest releases and direct download.
+`Models Documentation`_ Detailed usage instructions.
+======================= ===
+
+.. _spaCy Models: https://github.com/explosion/spacy-models/releases/
+.. _Models Documentation: https://spacy.io/docs/usage/models
.. code:: bash
- python -m spacy.en.download all
- python -m spacy.de.download all
+ # out-of-the-box: download best-matching default model
+ python -m spacy.download en
-The download command fetches about 1 GB of data which it installs
-within the ``spacy`` package directory.
+ # download best-matching version of specific model for your spaCy installation
+ python -m spacy.download en_core_web_md
-Sometimes new releases require a new language model. Then you will have to
-upgrade to a new model, too. You can also force re-downloading and installing a
-new language model:
+ # pip install .tar.gz archive from path or URL
+ pip install /Users/you/en_core_web_md-1.2.0.tar.gz
+ pip install https://github.com/explosion/spacy-models/releases/download/en_core_web_md-1.2.0/en_core_web_md-1.2.0.tar.gz
-.. code:: bash
+ # set up shortcut link to load installed package as "en_default"
+ python -m spacy.link en_core_web_md en_default
- python -m spacy.en.download --force
+ # set up shortcut link to load local model as "my_amazing_model"
+ python -m spacy.link /Users/you/data my_amazing_model
-Download model to custom location
----------------------------------
-
-You can specify where ``spacy.en.download`` and ``spacy.de.download`` download
-the language model to using the ``--data-path`` or ``-d`` argument:
-
-.. code:: bash
-
- python -m spacy.en.download all --data-path /some/dir
-
-If you choose to download to a custom location, you will need to tell spaCy where to load the model
-from in order to use it. You can do this either by calling ``spacy.util.set_data_path()`` before
-calling ``spacy.load()``, or by passing a ``path`` argument to the ``spacy.en.English`` or
-``spacy.de.German`` constructors.
-
-Download models manually
+Loading and using models
------------------------
-As of v1.6, the models and word vectors are also available as direct downloads
-from GitHub, attached to the `releases `_
-as ``.tar.gz`` archives.
+To load a model, use ``spacy.load()`` with the model's shortcut link:
-To install the models manually, first find the default data path. You can use
-``spacy.util.get_data_path()`` to find the directory where spaCy will look for
-its models, or change the default data path with ``spacy.util.set_data_path()``.
-Then simply unpack the archive and place the contained folder in that directory.
-You can now load the models via ``spacy.load()``.
+.. code:: python
+
+ import spacy
+ nlp = spacy.load('en_default')
+ doc = nlp(u'This is a sentence.')
+
+If you've installed a model via pip, you can also ``import`` it directly and
+then call its ``load()`` method with no arguments. This should also work for
+older models in previous versions of spaCy.
+
+.. code:: python
+
+ import spacy
+ import en_core_web_md
+
+ nlp = en_core_web_md.load()
+ doc = nlp(u'This is a sentence.')
+
+📖 **For more info and examples, check out the** `models documentation `_.
+
+Support for older versions
+--------------------------
+
+If you're using an older version (v1.6.0 or below), you can still download and
+install the old models from within spaCy using ``python -m spacy.en.download all``
+or ``python -m spacy.de.download all``. The ``.tar.gz`` archives are also
+`attached to the v1.6.0 release `_.
+To download and install the models manually, unpack the archive, drop the
+contained directory into ``spacy/data`` and load the model via ``spacy.load('en')``
+or ``spacy.load('de')``.
Compile from source
===================
@@ -287,11 +311,12 @@ and ``--model`` are optional and enable additional tests:
python -m pytest --vectors --model --slow
🛠Changelog
-===========
+============
=========== ============== ===========
Version Date Description
=========== ============== ===========
+`v1.7.0`_ ``2017-03-17`` New 50 MB model, better downloads and lots of bug fixes
`v1.6.0`_ ``2017-01-16`` Improvements to tokenizer and tests
`v1.5.0`_ ``2016-12-27`` Alpha support for Swedish and Hungarian
`v1.4.0`_ ``2016-12-18`` Improved language data and alpha Dutch support
@@ -317,6 +342,7 @@ Version Date Description
`v0.93`_ ``2015-09-22`` Bug fixes to word vectors
=========== ============== ===========
+.. _v1.7.0: https://github.com/explosion/spaCy/releases/tag/v1.7.0
.. _v1.6.0: https://github.com/explosion/spaCy/releases/tag/v1.6.0
.. _v1.5.0: https://github.com/explosion/spaCy/releases/tag/v1.5.0
.. _v1.4.0: https://github.com/explosion/spaCy/releases/tag/v1.4.0