master readme: late review updates

Author: dzakhar

README.md

@@ -23,14 +23,14 @@ documentation and examples. Read the documentation at [embarc.org](https://embar
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 /bin                             		- directory holder for embARC MLI library and samples binaries created during build  
 ./build                           		- contains common build rules  
-./doc                             		- contains the API documentation of the embARC MLI library
+./doc                             		- contains the API documentation of the embARC MLI library  
 ./include                         		- include files with API prototypes and types  
 ./lib/src                         		- source code of embARC MLI Library  
 ./examples                        		- source code of examples  
 ./examples/example_cifar10_caffe  		- example illustrating implementation of CIFAR10 Caffe  
 ./examples/example_har_smartphone 		- example illustrating implementation of Human Activity Recognition  
 ./examples/auxilary               		- source code of helper functions used for the examples  
-./examples/tutorial_cifar10_caffe_deployment	- Model Deployment Tutorial for Caffe and CIFAR-10  
+./examples/tutorial_cifar10_caffe_deployment	- model deployment tutorial for Caffe and CIFAR10  
 ./hw                              		- contains HW templates (*.tcf files)   
 
 ## Building and quick start