diff --git a/README.md b/README.md
index f834b0e..f1670f4 100644
--- a/README.md
+++ b/README.md
@@ -1,11 +1,8 @@
-# Data Summer Conf
-**Welcome to the workshop dedicated to automated feature engineering in Python**
-
Automated Feature Engineering with
-
+
By Fred Navruzov
@@ -26,16 +23,17 @@
### Installations:
* Download and install latest [Anaconda](https://www.anaconda.com/download/) build for **Python 3.6+**
- * [Windows guide](https://medium.com/@GalarnykMichael/install-python-on-windows-anaconda-c63c7c3d1444), works on Windows 8+
- * Linux (Ubuntu) guide: [This](https://medium.com/@GalarnykMichael/install-python-on-ubuntu-anaconda-65623042cb5a) or [this](https://www.digitalocean.com/community/tutorials/how-to-install-the-anaconda-python-distribution-on-ubuntu-16-04), works on Ubuntu 12.04 / 14.04 / 16.04
- * [Mac guide](https://medium.com/@GalarnykMichael/install-python-on-mac-anaconda-ccd9f2014072)
+ * [Windows guide](https://medium.com/@GalarnykMichael/install-python-on-windows-anaconda-c63c7c3d1444), works on Windows 8+
+ * Linux (Ubuntu) guide: [This](https://medium.com/@GalarnykMichael/install-python-on-ubuntu-anaconda-65623042cb5a) or [this](https://www.digitalocean.com/community/tutorials/how-to-install-the-anaconda-python-distribution-on-ubuntu-16-04), works on Ubuntu 12.04 / 14.04 / 16.04
+ * [Mac guide](https://medium.com/@GalarnykMichael/install-python-on-mac-anaconda-ccd9f2014072)
* Be sure to have Anaconda on PATH and make it your default Python interpreter
-* Install/upgrade required packages via `pip install ...` in your Command Line / Terminal (admin privileges should be granted)
* For your convenience:
- * install [Git](https://git-scm.com/download/win) for Windows or use pre-installed on other OS
- * ```git clone https://github.com/fred-navruzov/featuretools-workshop``` into suitable folder and stay up-to-date updates
+ * install [Git](https://git-scm.com/download/win) for Windows or use pre-installed on other OS
+ * ```git clone https://github.com/fred-navruzov/featuretools-workshop``` into suitable folder and stay up-to-date with updates
+
+* Build conda environment with the correspondent scripts from `scripts` directory
-* Check conda envirnment with the correspondent scripts from `scripts` directory
+Profit! You are ready to create/view Jupyter `.ipynb` notebooks and with 99% probability are prepared for the workshop :)
-Profit! You are ready to create/view Jupyter `.ipynb` notebooks :)
\ No newline at end of file
+**P.S.** for those who want correspondent `docker` image: stay tuned, it will appear in the nearest future