Logos converted

Author: Krzysztof Joachimiak

README.md

@@ -164,13 +164,13 @@
 
 <a name="dl-mxnet"></a>
 ### MXNet
-* [MXNet](https://github.com/apache/incubator-mxnet) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler. <img height="20" src="img/R_big.png" alt="MXNet based">
-* [Gluon](https://github.com/gluon-api/gluon-api) - A clear, concise, simple yet powerful and efficient API for deep learning (now included in MXNet). <img height="20" src="img/R_big.png" alt="MXNet based">
-* [MXbox](https://github.com/Lyken17/mxbox) - Simple, efficient and flexible vision toolbox for mxnet framework. <img height="20" src="img/R_big.png" alt="MXNet based">
-* [gluon-cv](https://github.com/dmlc/gluon-cv) - Provides implementations of the state-of-the-art deep learning models in computer vision. <img height="20" src="img/R_big.png" alt="MXNet based">
-* [gluon-nlp](https://github.com/dmlc/gluon-nlp) - NLP made easy. <img height="20" src="img/R_big.png" alt="MXNet based">
-* [Xfer](https://github.com/amzn/xfer) - Transfer Learning library for Deep Neural Networks. <img height="20" src="img/R_big.png" alt="MXNet based">
-* [MXNet](https://github.com/ROCmSoftwarePlatform/mxnet) - HIP Port of MXNet. <img height="20" src="img/R_big.png" alt="MXNet based"> <img height="20" src="img/amd_big.png" alt="Possible to run on AMD GPU">
+* [MXNet](https://github.com/apache/incubator-mxnet) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler. <img height="20" src="img/mxnet_big.png" alt="MXNet based">
+* [Gluon](https://github.com/gluon-api/gluon-api) - A clear, concise, simple yet powerful and efficient API for deep learning (now included in MXNet). <img height="20" src="img/mxnet_big.png" alt="MXNet based">
+* [MXbox](https://github.com/Lyken17/mxbox) - Simple, efficient and flexible vision toolbox for mxnet framework. <img height="20" src="img/mxnet_big.png" alt="MXNet based">
+* [gluon-cv](https://github.com/dmlc/gluon-cv) - Provides implementations of the state-of-the-art deep learning models in computer vision. <img height="20" src="img/mxnet_big.png" alt="MXNet based">
+* [gluon-nlp](https://github.com/dmlc/gluon-nlp) - NLP made easy. <img height="20" src="img/mxnet_big.png" alt="MXNet based">
+* [Xfer](https://github.com/amzn/xfer) - Transfer Learning library for Deep Neural Networks. <img height="20" src="img/mxnet_big.png" alt="MXNet based">
+* [MXNet](https://github.com/ROCmSoftwarePlatform/mxnet) - HIP Port of MXNet. <img height="20" src="img/mxnet_big.png" alt="MXNet based"> <img height="20" src="img/amd_big.png" alt="Possible to run on AMD GPU">
 
 <!--a name="dl-cntk"></a-->
 <a name="dl-chainer"></a>
@@ -290,7 +290,7 @@
 * [Netron](https://github.com/lutzroeder/Netron) - Visualizer for deep learning and machine learning models (no Python code, but visualizes models from most Python Deep Learning frameworks).
 * [FlashLight](https://github.com/dlguys/flashlight) - Visualization Tool for your NeuralNetwork.
 * [tensorboard-pytorch](https://github.com/lanpa/tensorboard-pytorch) - Tensorboard for pytorch (and chainer, mxnet, numpy, ...).
-* [mxboard](https://github.com/awslabs/mxboard) - Logging MXNet data for visualization in TensorBoard. <img height="20" src="img/R_big.png" alt="MXNet based">
+* [mxboard](https://github.com/awslabs/mxboard) - Logging MXNet data for visualization in TensorBoard. <img height="20" src="img/mxnet_big.png" alt="MXNet based">
 
 <a name="rl"></a>
 ## Reinforcement Learning
@@ -331,7 +331,7 @@
 * [hsmmlearn](https://github.com/jvkersch/hsmmlearn) - A library for hidden semi-Markov models with explicit durations.
 * [pyhsmm](https://github.com/mattjj/pyhsmm) - Bayesian inference in HSMMs and HMMs.
 * [GPyTorch](https://github.com/cornellius-gp/gpytorch) - A highly efficient and modular implementation of Gaussian Processes in PyTorch. <img height="20" src="img/pytorch_big2.png" alt="PyTorch based/compatible">
-* [MXFusion](https://github.com/amzn/MXFusion) - Modular Probabilistic Programming on MXNet <img height="20" src="img/R_big.png" alt="MXNet based">
+* [MXFusion](https://github.com/amzn/MXFusion) - Modular Probabilistic Programming on MXNet <img height="20" src="img/mxnet_big.png" alt="MXNet based">
 * [sklearn-crfsuite](https://github.com/TeamHG-Memex/sklearn-crfsuite) - A scikit-learn inspired API for CRFsuite. <img height="20" src="img/sklearn_big.png" alt="sklearn">
 
 <a name="gp"></a>