@@ -14,7 +14,7 @@ Common use cases
1414
1515 .. customcalloutitem ::
1616 :description: Learn to train Lightning models on the cloud
17- :header: Cloud training
17+ :header: Cloud Training
1818 :button_link: clouds/cloud_training.html
1919 :card_style: text-container-small
2020
@@ -26,7 +26,7 @@ Common use cases
2626
2727.. customcalloutitem ::
2828 :description: Learn to train on your university or company's cluster
29- :header: Cluster training
29+ :header: Cluster Training
3030 :button_link: clouds/cluster.html
3131 :card_style: text-container-small
3232
@@ -38,13 +38,13 @@ Common use cases
3838
3939.. customcalloutitem ::
4040 :description: Save time and money by training until key metrics stop improving or time has elapsed
41- :header: Early stopping
41+ :header: Early Stopping
4242 :button_link: common/early_stopping.html
4343 :card_style: text-container-small
4444
4545.. customcalloutitem ::
4646 :description: Here you'll find the latest SOTA training techniques such as SWA, accumulated gradients, etc...
47- :header: Effective training techniques
47+ :header: Effective Training Techniques
4848 :button_link: advanced/training_tricks.html
4949 :card_style: text-container-small
5050
@@ -56,13 +56,13 @@ Common use cases
5656
5757.. customcalloutitem ::
5858 :description: Before coding a complex model, use lightning-flash to create a baseline in a few lines of code
59- :header: Fast baselines
59+ :header: Fast Baselines
6060 :button_link: ecosystem/flash.html
6161 :card_style: text-container-small
6262
6363.. customcalloutitem ::
6464 :description: Enable fault-tolerant training in clusters/clouds where machines might fail (ie: pre-emtible machines)
65- :header: Fault-tolerant training
65+ :header: Fault-Tolerant Training
6666 :button_link: advanced/fault_tolerant_training.html
6767 :card_style: text-container-small
6868
@@ -92,13 +92,13 @@ Common use cases
9292
9393.. customcalloutitem ::
9494 :description: Use the model registry to mix and match your models and Datamodules
95- :header: Model and Datamodule registry
95+ :header: Model and Datamodule Registry
9696 :button_link: common/lightning_cli.html#multiple-models-and-or-datasets
9797 :card_style: text-container-small
9898
9999.. customcalloutitem ::
100100 :description: Train 1TB+ parameter models with these advanced built-in techniques
101- :header: Model parallelism
101+ :header: Model Parallelism
102102 :button_link: advanced/model_parallel.html
103103 :card_style: text-container-small
104104
@@ -134,13 +134,13 @@ Common use cases
134134
135135.. customcalloutitem ::
136136 :description: Work with data on any local or cloud filesystem such as S3 on AWS, GCS on Google Cloud, or ADL on Azure
137- :header: Remote filesystems
137+ :header: Remote Filesystems
138138 :button_link: common/remote_fs.html
139139 :card_style: text-container-small
140140
141141.. customcalloutitem ::
142142 :description: Building the next Deepspeed, FSDP or fancy scaling technique? Add them to Lightning here
143- :header: Strategy registry
143+ :header: Strategy Registry
144144 :button_link: advanced/strategy_registry.html
145145 :card_style: text-container-small
146146
@@ -152,7 +152,7 @@ Common use cases
152152
153153.. customcalloutitem ::
154154 :description: Use models training on large datasets to achieve better results when you don't have much data
155- :header: Transfer learning (finetuning)
155+ :header: Transfer Learning (finetuning)
156156 :button_link: advanced/transfer_learning.html
157157 :card_style: text-container-small
158158
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