Fixing other broking links in readmes.

Author: dzakhar

README.md

@@ -1,7 +1,7 @@
 embARC Machine Learning Inference Library
 ==================================================
 
-This repository contains source code of embARC Machine Learning Inference Library (embARC MLI Library), 
+This repository contains source code of embARC Machine Learning Inference Library (embARC MLI Library),
 documentation and examples.
 
 ## Release notes
@@ -33,7 +33,7 @@ documentation and examples.
 
 ## Documentation
 ----------------
-The pre-built documentation can be found on the [release page](https://github.com/foss-for-synopsys-dwc-arc-processors/embarc_mli/releases) 
+The pre-built documentation can be found on the [release page](https://github.com/foss-for-synopsys-dwc-arc-processors/embarc_mli/releases/tag/Release_1.1.1) 
 in the assets list of the required embARC MLI library version. To use it download
 *embARC_MLI_\<version\>_API_Doc.zip* file, unzip the archive and
 open `<unzipped_archive_root>/html/index.html` file in a browser.
@@ -61,7 +61,7 @@ defined in [MetaWare Development Tools](https://www.synopsys.com/dw/ipdir.php?ds
 EM or HS configuration.
 
 Build requirements:
-1. The library has been tested with MetaWare Development tools 2019.12
+1. The library has been tested with MetaWare Development tools 2021.12
 
 Building of embARC MLI library
 1. Open command line and change working directory to './lib/make/'

examples/example_cifar10_caffe/README.md

@@ -36,7 +36,7 @@ Here we will consider building for [/hw/em9d.tcf](/hw/em9d.tcf) template. This t
 
 ### Build with ARC GNU toolchain
 
-Here we will consider building with ARC GNU toolchain. As a platform for the assembly, we use the [IoT Devkit](https://embarc.org/embarc_osp/doc/build/html/board/iotdk.html) from [the embARC Open Software Platform (OSP)](https://embarc.org/embarc_osp/doc/build/html/introduction/introduction.html#)
+Here we will consider building with ARC GNU toolchain. As a platform for the assembly, we use the [IoT Devkit](https://embarc.org/project/arc-iot-development-kit/) from [the embARC Open Software Platform (OSP)](https://embarc.org/project/embarc-open-software-platform-osp/)
 
     Build requirements:
         - ARC GNU toolchain version 2018.09 or higher
@@ -75,7 +75,7 @@ Here we will consider building with ARC GNU toolchain. As a platform for the ass
 
 ### Run example without MetaWare Development tools
 
-See documentation on [IoT Devkit](https://embarc.org/embarc_osp/doc/build/html/board/iotdk.html) on how to run executable built with [ARC GNU](https://embarc.org/toolchain/index.html) and [ARC open source development tools](https://embarc.org/embarc_osp/doc/build/html/index.html) on IoT Devkit.
+See documentation on [IoT Devkit](https://embarc.org/project/arc-iot-development-kit/) on how to run executable built with [ARC GNU](https://github.com/foss-for-synopsys-dwc-arc-processors/toolchain) and [ARC open source development tools](https://embarc.org/project/embarc-open-software-platform-osp/) on IoT Devkit.
 
 
 Example Structure

examples/example_face_detect/README.md

@@ -54,7 +54,7 @@ Application will create `result.bmp` file in the working directory. It's a 'gray
 
 ### Build with ARC GNU toolchain
 
-Here we will consider building with ARC GNU toolchain. As a platform for the assembly, we use the [IoT Devkit](https://embarc.org/embarc_osp/doc/build/html/board/iotdk.html) from [the embARC Open Software Platform (OSP)](https://embarc.org/embarc_osp/doc/build/html/introduction/introduction.html#)
+Here we will consider building with ARC GNU toolchain. As a platform for the assembly, we use the [IoT Devkit](https://embarc.org/project/arc-iot-development-kit/) from [the embARC Open Software Platform (OSP)](https://embarc.org/project/embarc-open-software-platform-osp/)
 
     Build requirements:
         - ARC GNU toolchain version 2018.09 or higher
@@ -91,7 +91,7 @@ Here we will consider building with ARC GNU toolchain. As a platform for the ass
 
 ### Run example without MetaWare Development tools
 
-See documentation on [IoT Devkit](https://embarc.org/embarc_osp/doc/build/html/board/iotdk.html) on how to run executable built with [ARC GNU](https://embarc.org/toolchain/index.html) and [ARC open source development tools](https://embarc.org/embarc_osp/doc/build/html/index.html) on IoT Devkit.
+See documentation on [IoT Devkit](https://embarc.org/project/arc-iot-development-kit/) on how to run executable built with [ARC GNU](https://github.com/foss-for-synopsys-dwc-arc-processors/toolchain) and [ARC open source development tools](https://embarc.org/project/embarc-open-software-platform-osp/) on IoT Devkit.
 
 Example Structure
 --------------------

examples/example_har_smartphone/README.md

@@ -41,7 +41,7 @@ Here we will consider building for [/hw/em9d.tcf](/hw/em9d.tcf) template. This t
 
 ### Build with ARC GNU toolchain
 
-Here we will consider building with ARC GNU toolchain. As a platform for the assembly, we use the [IoT Devkit](https://embarc.org/embarc_osp/doc/build/html/board/iotdk.html) from [the embARC Open Software Platform (OSP)](https://embarc.org/embarc_osp/doc/build/html/introduction/introduction.html#)
+Here we will consider building with ARC GNU toolchain. As a platform for the assembly, we use the [IoT Devkit](https://embarc.org/project/arc-iot-development-kit/) from [the embARC Open Software Platform (OSP)](https://embarc.org/project/embarc-open-software-platform-osp/)
 
     Build requirements:
         - ARC GNU toolchain version 2018.09 or higher
@@ -80,7 +80,7 @@ Here we will consider building with ARC GNU toolchain. As a platform for the ass
 
 ### Run example without MetaWare Development tools
 
-See documentation on [IoT Devkit](https://embarc.org/embarc_osp/doc/build/html/board/iotdk.html) on how to run executable built with [ARC GNU](https://embarc.org/toolchain/index.html) and [ARC open source development tools](https://embarc.org/embarc_osp/doc/build/html/index.html) on IoT Devkit.
+See documentation on [IoT Devkit](https://embarc.org/project/arc-iot-development-kit/) on how to run executable built with [ARC GNU](https://github.com/foss-for-synopsys-dwc-arc-processors/toolchain) and [ARC open source development tools](https://embarc.org/project/embarc-open-software-platform-osp/) on IoT Devkit.
 
 
 Example Structure

examples/example_kws_speech/README.md

@@ -1,6 +1,6 @@
 Key Word Spotting Example
 ==============================================
-Example shows implementation of small speech recognition use case for Key Word Spotting (KWS). [TensorFlow speech commands tutorial](https://www.tensorflow.org/tutorials/sequences/audio_recognition) was used as basis for neural network model training with the following most notable changes:
+Example shows implementation of small speech recognition use case for Key Word Spotting (KWS). [TensorFlow speech commands tutorial](https://www.tensorflow.org/tutorials/audio/simple_audio) was used as basis for neural network model training with the following most notable changes:
 1)	Input features: FBANK features instead of MFCC
 2)	Model architecture: Depthwise separable convolutions + LSTM Cell.
 KWS Modules are designed to process audio stream. The rest example code wraps modules to process single WAV file and output performance measurements.  
@@ -129,7 +129,7 @@ Version that corresponds to the last column is implemented in the module. To kee
 References
 ----------------------------
 Simple Audio Recognition Tutorial:
-> TensorFlow - Simple Audio Recognition. https://www.tensorflow.org/tutorials/sequences/audio_recognition
+> TensorFlow - Simple Audio Recognition. https://www.tensorflow.org/tutorials/audio/simple_audio
 
 Speech commands dataset:
 > Pete Warden. Speech commands: A dataset for limited-vocabulary speech recognition. arXiv preprint arXiv:1804.03209, 2018