diff --git a/README.md b/README.md index e9d5666c17..40ae9714d6 100644 --- a/README.md +++ b/README.md @@ -12,10 +12,10 @@ ______________________________________________________________________
- Lightning.ai •
+ Lightning AI •
+ Examples •
PyTorch Lightning •
Fabric •
- Lightning Apps •
Docs •
Community •
Contribute •
@@ -92,15 +92,11 @@ pip install -iU https://test.pypi.org/simple/ pytorch-lightning
______________________________________________________________________
-## Lightning has 4 core packages
+## Lightning has 2 core packages
[PyTorch Lightning: Train and deploy PyTorch at scale](#pytorch-lightning-train-and-deploy-pytorch-at-scale).
[Lightning Fabric: Expert control](#lightning-fabric-expert-control).
-
-[Lightning Data: Blazing fast, distributed streaming of training data from cloud storage](https://github.com/Lightning-AI/pytorch-lightning/tree/master/src/lightning/data).
-
-[Lightning Apps: Build AI products and ML workflows](#lightning-apps-build-ai-products-and-ml-workflows).
Lightning gives you granular control over how much abstraction you want to add over PyTorch.
@@ -108,7 +104,9 @@ Lightning gives you granular control over how much abstraction you want to add o
-______________________________________________________________________
+
+
+
# PyTorch Lightning: Train and Deploy PyTorch at Scale
@@ -118,6 +116,15 @@ PyTorch Lightning is just organized PyTorch - Lightning disentangles PyTorch cod
______________________________________________________________________
+### Examples
+Explore various types of training possible with PyTorch Lightning. Pretrain and finetune ANY kind of model to perform ANY task like classification, segmentation, summarization and more:
+
+| Task | Description | Run |
+|---|---|---|
+| [Hello world](#hello-simple-model) | Pretrain - Hello world example | |
+| [Image segmentation](https://lightning.ai/lightning-ai/studios/image-segmentation-with-pytorch-lightning) | Finetune - ResNet-50 model to segment images | |
+| [Text classification](https://lightning.ai/lightning-ai/studios/text-classification-with-pytorch-lightning) | Finetune - text classifier (BERT model) | |
+
### Hello simple model
```python
@@ -319,6 +326,9 @@ ______________________________________________________________________
______________________________________________________________________
+
+
+
# Lightning Fabric: Expert control.
Run on any device at any scale with expert-level control over PyTorch training loop and scaling strategy. You can even write your own Trainer.
@@ -501,62 +511,8 @@ ______________________________________________________________________
______________________________________________________________________
-# Lightning Apps: Build AI products and ML workflows
-
-Lightning Apps remove the cloud infrastructure boilerplate so you can focus on solving the research or business problems. Lightning Apps can run on the Lightning Cloud, your own cluster or a private cloud.
-
-