Create proper README

README.md

@@ -1,3 +1,69 @@
+![Neptune and TensorFlow logos](https://neptune.ai/wp-content/uploads/2023/09/tensorboard_tensorflow.svg)
+
 # Neptune-TensorBoard integration
 
-See [the official docs](https://docs.neptune.ai/integrations/tensorboard/).
+Log TensorBoard-tracked metadata to neptune.ai.
+
+## What will you get with this integration?
+
+* Log, organize, visualize, and compare ML experiments in a single place
+* Monitor model training live
+* Version and query production-ready models and associated metadata (e.g. datasets)
+* Collaborate with the team and across the organization
+
+## What will be logged to Neptune?
+
+* Model summary and predictions
+* Training code and Git information
+* System metrics and hardware consumption
+
+You can also log:
+
+* Existing TensorBoard logs
+* [Other metadata](https://docs.neptune.ai/logging/what_you_can_log)
+
+![Dashboard with TensorBoard metadata](https://docs.neptune.ai/img/app/integrations/tensorboard.png)
+
+## Resources
+
+* [Documentation](https://docs.neptune.ai/integrations/tensorboard/)
+* [Code example on GitHub](https://github.com/neptune-ai/examples/tree/main/integrations-and-supported-tools/tensorboard)
+* [Example project in the Neptune app](https://app.neptune.ai/o/common/org/tensorboard-integration/runs/details?viewId=standard-view&detailsTab=dashboard&dashboardId=99830fca-15f8-4431-baea-808ae13c0120&shortId=TBOARD-880&type=run)
+
+## Example
+
+Install Neptune and the integration:
+
+```sh
+pip install -U "neptune[tensorboard]"
+```
+
+Enable Neptune logging:
+
+```python
+import neptune
+from neptune_tensorboard import enable_tensorboard_logging
+
+neptune_run = neptune.init_run(
+    project="workspace-name/project-name",  # replace with your own
+    tags = ["tensorboard", "test"],  # optional
+    dependencies="infer",  # optional
+)
+
+enable_tensorboard_logging(neptune_run)
+```
+
+Export existing TensorBoard logs:
+
+```sh
+neptune tensorboard --api_token YourNeptuneApiToken --project YourNeptuneProjectName logs
+```
+
+## Support
+
+If you got stuck or simply want to talk to us, here are your options:
+
+* Check our [FAQ page](https://docs.neptune.ai/getting_help).
+* You can submit bug reports, feature requests, or contributions directly to the repository.
+* Chat! In the Neptune app, click the blue message icon in the bottom-right corner and send a message. A real person will talk to you ASAP (typically very ASAP).
+* You can just shoot us an email at [[email protected]](mailto:[email protected]).