Update README.md

README.md

@@ -1,5 +1,7 @@
 # Gensim data
 
+Read the story & usage tutorial: [New Download API for Pretrained NLP Models and Datasets](https://rare-technologies.com/new-download-api-for-pretrained-nlp-models-and-datasets-in-gensim/)
+
 This repository contains the pre-trained models and text corpora for the [Gensim](https://github.com/RaRe-Technologies/gensim) download API. It serves as a data storage for Gensim and shouldn't be used directly.
 
 💡 When you use the Gensim download API, **all data will be stored in your `~/gensim-data` folder**.
@@ -106,10 +108,7 @@ To load a model or corpus, use either the Python or command line interface:
 | glove-wiki-gigaword-50 | 400000 | 65 MB | Wikipedia 2014 + Gigaword 5 (6B tokens, uncased) | <ul><li>https://nlp.stanford.edu/projects/glove/</li> <li>https://nlp.stanford.edu/pubs/glove.pdf</li></ul> | Pre-trained vectors based on Wikipedia 2014 + Gigaword, 5.6B tokens, 400K vocab, uncased (https://nlp.stanford.edu/projects/glove/). | <ul><li>dimension - 50</li></ul> | Converted to w2v format with `python -m gensim.scripts.glove2word2vec -i <fname> -o glove-wiki-gigaword-50.txt`. | http://opendatacommons.org/licenses/pddl/ |
 | word2vec-google-news-300 | 3000000 | 1662 MB | Google News (about 100 billion words) | <ul><li>https://code.google.com/archive/p/word2vec/</li> <li>https://arxiv.org/abs/1301.3781</li> <li>https://arxiv.org/abs/1310.4546</li> <li>https://www.microsoft.com/en-us/research/publication/linguistic-regularities-in-continuous-space-word-representations/?from=http%3A%2F%2Fresearch.microsoft.com%2Fpubs%2F189726%2Frvecs.pdf</li></ul> | Pre-trained vectors trained on a part of the Google News dataset (about 100 billion words). The model contains 300-dimensional vectors for 3 million words and phrases. The phrases were obtained using a simple data-driven approach described in 'Distributed Representations of Words and Phrases and their Compositionality' (https://code.google.com/archive/p/word2vec/). | <ul><li>dimension - 300</li></ul> | - | not found |
 
-
-
-(generated automatically by [generate_table.py](https://github.com/RaRe-Technologies/gensim-data/blob/master/generate_table.py) based on [list.json](https://github.com/RaRe-Technologies/gensim-data/blob/master/list.json))
-
+(table generated automatically by [generate_table.py](https://github.com/RaRe-Technologies/gensim-data/blob/master/generate_table.py) based on [list.json](https://github.com/RaRe-Technologies/gensim-data/blob/master/list.json))
 
 # Want to add a new corpus or model?