Merge branch 'master' into tutorial_docs

README.md

@@ -11,7 +11,6 @@ See how easy it is to use any of the **thousands** of models in 1 line of code,
 
 ## NLU & Streamlit in Action 
 This 1 line let's you visualize and play with **1000+ SOTA NLU & NLP models** in **200** languages 
-for **Named Entitiy Recognition**,  **Dependency Trees & Parts of Speech**, **Classification for 100+ problems**, **Text Summarization & Question Answering using T5** , **Translation with Marian**,  **Text Similarity Matrix** using **BERT, ALBERT, ELMO, XLNET, ELECTRA** with other of the **100+ wordembeddings**  and much more using [Streamlit](http://streamlit.com/) .
 
 ```shell
 streamlit run https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/examples/streamlit/01_dashboard.py
@@ -23,7 +22,7 @@ View the [NLU&Streamlit documentation](https://nlu.johnsnowlabs.com/docs/en/stre
 The entire GIF demo and 
 
 
-## All NLU ressources overview
+## All NLU resources overview
 Take a look at our official NLU page: [https://nlu.johnsnowlabs.com/](https://nlu.johnsnowlabs.com/)  for user documentation and examples
 
 | Ressource                                                                  |                                Description|
@@ -218,8 +217,6 @@ Symbol or unwanted syntax, spellchecking, detecting entities, analyzing sentimen
 | NLU 20 Minutes Crashcourse - the fast Data Science route                                            |     -                                                                                                                     | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/webinars_conferences_etc/python_web_conf/NLU_crashcourse_py_web.ipynb)                                                                 |        -                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |               
 
 
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 # Need help? 
 - [Ping us on Slack](https://spark-nlp.slack.com/archives/C0196BQCDPY) 
 - [Post an issue on Github](https://github.com/JohnSnowLabs/nlu/issues)