diff --git a/README.md b/README.md
index 201247c..0f1208f 100644
--- a/README.md
+++ b/README.md
@@ -30,7 +30,7 @@ in **no specific order**. This list cares more about overall architectures of AI
#### Architecture:
-![fig-tfx](images/google-tfx-arch.png)
+
![](images/google-tfx-arch.png)
#### Components:
@@ -42,7 +42,7 @@ in **no specific order**. This list cares more about overall architectures of AI
- **TensorFlow Serving**: a flexible, high-performance serving system for machine learning models, designed for production environments
-### [KubeFlow](https://www.kubeflow.org/) - The Machine Learning Toolkit for [Kubernetes](https://kubernetes.io/) ([Google](https://www.google.com/about/))
+### [Kubeflow](https://www.kubeflow.org/) - The Machine Learning Toolkit for [Kubernetes](https://kubernetes.io/) ([Google](https://www.google.com/about/))
> The Kubeflow project is dedicated to making deployments of machine learning (ML) workflows on [Kubernetes](https://kubernetes.io/) simple, portable and scalable. Our goal is not to recreate other services, but to provide a straightforward way to deploy best-of-breed open-source systems for ML to diverse infrastructures. Anywhere you are running [Kubernetes](https://kubernetes.io/), you should be able to run Kubeflow.
@@ -72,7 +72,7 @@ in **no specific order**. This list cares more about overall architectures of AI
#### Architecture:
-![fig-michelangelo](images/uber-michelangelo-arch.png)
+![](images/uber-michelangelo-arch.png)
#### Components:
@@ -93,7 +93,7 @@ in **no specific order**. This list cares more about overall architectures of AI
#### Architecture:
-![fig-rapids](images/nvidia-rapids-arch.png)
+![](images/nvidia-rapids-arch.png)
#### Components:
@@ -117,7 +117,7 @@ in **no specific order**. This list cares more about overall architectures of AI
#### Architecture:
-![fig-fblearner](images/facebook-fblearnerflow-arch.png)
+![](images/facebook-fblearnerflow-arch.png)
#### Components:
@@ -136,7 +136,7 @@ up for easy, fast, and scalable distributed training.
#### Architecture:
-![fig-alchemist](images/apple-alchemist-arch.png)
+![](images/apple-alchemist-arch.png)
#### Components:
@@ -157,7 +157,7 @@ allows them to upload and browse the code assets, submit distributed jobs, and q
#### Architecture:
-![fig-ffdl](images/ibm-ffdl-arch-2.png)
+![](images/ibm-ffdl-arch-2.png)
#### Components:
@@ -177,7 +177,7 @@ allows them to upload and browse the code assets, submit distributed jobs, and q
#### Architecture:
-![fig-bigdl](images/intel-bigdl-arch.png)
+![](images/intel-bigdl-arch.png)
#### Components:
@@ -195,7 +195,7 @@ allows them to upload and browse the code assets, submit distributed jobs, and q
#### Architecture:
-![fig-sagemaker](images/amazon-sagemaker-arch.png)
+![](images/amazon-sagemaker-arch.png)
### TransmogrifAI ([Salesforce](https://www.salesforce.com/))
@@ -205,7 +205,7 @@ allows them to upload and browse the code assets, submit distributed jobs, and q
#### Architecture:
-![fig-transmogrifai](images/salesforce-transmogrifai-arch.png)
+![](images/salesforce-transmogrifai-arch.png)
#### Components:
@@ -223,7 +223,7 @@ allows them to upload and browse the code assets, submit distributed jobs, and q
#### Architecture:
-![fig-mlflow](images/databricks-mlflow-arch.png)
+![](images/databricks-mlflow-arch.png)
#### Components:
@@ -241,7 +241,7 @@ allows them to upload and browse the code assets, submit distributed jobs, and q
| [__h2o__](https://www.h2o.ai/products/h2o/) | [__h2o4gpu__](https://www.h2o.ai/products/h2o4gpu/) |
-![fig-h2o](images/h2o-arch.png)
+![](images/h2o-arch.png)
# Machine Learning Model Deployment
@@ -253,7 +253,7 @@ allows them to upload and browse the code assets, submit distributed jobs, and q
| [__documentation__](https://developer.apple.com/documentation/coreml) |
-![fig-coreml](images/apple-coreml-arch.png)
+![](images/apple-coreml-arch.png)
### Greengrass ([Amazon Web Service](https://aws.amazon.com/?nc2=h_lg))
@@ -261,7 +261,7 @@ allows them to upload and browse the code assets, submit distributed jobs, and q
| [__blog__](https://aws.amazon.com/greengrass/) |
-![fig-greengrass](images/amazon-greengrass-arch.png)
+![](images/amazon-greengrass-arch.png)
### GraphPipe ([Oracle](https://www.oracle.com/index.html))
@@ -269,7 +269,7 @@ allows them to upload and browse the code assets, submit distributed jobs, and q
| [__homepage__](https://oracle.github.io/graphpipe/#/) | [__github__](https://github.com/oracle/graphpipe) | [__documentation__](https://oracle.github.io/graphpipe/#/guide/user-guide/overview) |
-![fig-graphpipe](images/oracle-graphpipe-arch.jpg)
+![](images/oracle-graphpipe-arch.jpg)
### PocketFlow ([Tencent](https://www.tencent.com/en-us/))
@@ -277,7 +277,7 @@ allows them to upload and browse the code assets, submit distributed jobs, and q
| [__homepage__](https://pocketflow.github.io/) | [__github__](https://github.com/Tencent/PocketFlow) |
-![fig-pocketflow](images/tencent-pocketflow-arch.png)
+![](images/tencent-pocketflow-arch.png)
# Large-Scale Distributed AI Training Efforts