diff --git a/README.md b/README.md
index ff0f0a5c77c..9cab08e6868 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-<p align="center"><img src="determined-logo.png" alt="Determined AI Logo"></p>
+<p align="center"><img width="400" src="determined-logo.svg" alt="Determined AI Logo"></p>
 
 Determined is an all-in-one deep learning platform, compatible with PyTorch and TensorFlow.
 
@@ -20,7 +20,8 @@ It takes care of:
 The main components of Determined are the Python library, the command line interface (CLI), and the Web UI.
 
 ## Python Library
-Use the Python library to make your existing PyTorch or Tensorflow code compatible with Determined. 
+
+Use the Python library to make your existing PyTorch or Tensorflow code compatible with Determined.
 
 You can do this by organizing your code into one of the class-based APIs:
 
@@ -57,8 +58,8 @@ det deploy local cluster-up
 det deploy aws up
 ```
 
-
 - Train your models:
+
 ```bash
 det experiment create gpt.yaml .
 ```
@@ -80,17 +81,16 @@ searcher:
   smaller_is_better: true
 ```
 
-
 ## Web UI
 
 Use the Web UI to view loss curves, hyperparameter plots, code and configuration snapshots, model registries, cluster utilization, debugging logs, performance profiling reports, and more.
 
 ![Web UI](docs/assets/readme_images/webui.png)
 
-
 # Installation
 
 To install the CLI:
+
 ```bash
 pip install determined
 ```
@@ -107,31 +107,29 @@ For installation details, visit the the cluster deployment guide for your enviro
 
 # Documentation
 
-* [Documentation](https://docs.determined.ai)
-* [Quick Start Guide](https://docs.determined.ai/latest/getting-started.html)
-* Tutorials:
-  * [PyTorch MNIST Tutorial](https://docs.determined.ai/latest/tutorials/pytorch-mnist-tutorial.html)
-  * [TensorFlow Keras MNIST Tutorial](https://docs.determined.ai/latest/tutorials/tf-mnist-tutorial.html)
-* User Guides:
-  * [Core API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/api-core-ug.html)
-  * [PyTorch API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/api-pytorch-ug.html)
-  * [Keras API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/api-keras-ug.html)
-  * [DeepSpeed API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/deepspeed/overview.html)
-
+- [Documentation](https://docs.determined.ai)
+- [Quick Start Guide](https://docs.determined.ai/latest/getting-started.html)
+- Tutorials:
+  - [PyTorch MNIST Tutorial](https://docs.determined.ai/latest/tutorials/pytorch-mnist-tutorial.html)
+  - [TensorFlow Keras MNIST Tutorial](https://docs.determined.ai/latest/tutorials/tf-mnist-tutorial.html)
+- User Guides:
+  - [Core API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/api-core-ug.html)
+  - [PyTorch API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/api-pytorch-ug.html)
+  - [Keras API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/api-keras-ug.html)
+  - [DeepSpeed API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/deepspeed/overview.html)
 
 # Community
 
 If you need help, want to file a bug report, or just want to keep up-to-date
 with the latest news about Determined, please join the Determined community!
 
-* [Slack](https://determined-community.slack.com) is the best place to
-  ask questions about Determined and get support. [Click here to join our Slack](
-  https://join.slack.com/t/determined-community/shared_invite/zt-1f4hj60z5-JMHb~wSr2xksLZVBN61g_Q).
-* You can also follow us on [YouTube](https://www.youtube.com/@DeterminedAI) and [Twitter](https://www.twitter.com/DeterminedAI).
-* You can also join the [community mailing list](https://groups.google.com/a/determined.ai/forum/#!forum/community)
+- [Slack](https://determined-community.slack.com) is the best place to
+  ask questions about Determined and get support. [Click here to join our Slack](https://join.slack.com/t/determined-community/shared_invite/zt-1f4hj60z5-JMHb~wSr2xksLZVBN61g_Q).
+- You can also follow us on [YouTube](https://www.youtube.com/@DeterminedAI) and [Twitter](https://www.twitter.com/DeterminedAI).
+- You can also join the [community mailing list](https://groups.google.com/a/determined.ai/forum/#!forum/community)
   to ask questions about the project and receive announcements.
-* To report a bug, [open an issue](https://github.com/determined-ai/determined/issues) on GitHub.
-* To report a security issue, email [`security@determined.ai`](mailto:security@determined.ai).
+- To report a bug, [open an issue](https://github.com/determined-ai/determined/issues) on GitHub.
+- To report a security issue, email [`security@determined.ai`](mailto:security@determined.ai).
 
 # Contributing
 
diff --git a/determined-logo.png b/determined-logo.png
deleted file mode 100644
index 0baad157ee8..00000000000
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new file mode 100644
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