tweak md format to H2 and update meta info

speediedan · speediedan · commit 6400b3b9140c · 2021-12-01T13:42:54.000-08:00
diff --git a/lightning_examples/finetuning-scheduler/.meta.yml b/lightning_examples/finetuning-scheduler/.meta.yml
@@ -1,7 +1,7 @@
 title: Finetuning Scheduler
 author: Dan Dale
-created: 2021-11-26
-updated: 2021-11-26
+created: 2021-11-29
+updated: 2021-11-29
 license: CC BY-SA
 build: 1
 tags:
@@ -10,7 +10,7 @@ description: |
   This notebook introduces the FinetuningScheduler callback and demonstrates the use of FinetuningScheduler to finetune 
   a small foundational model on the [RTE](https://huggingface.co/datasets/viewer/?dataset=super_glue&config=rte) task 
   of [SuperGLUE](https://super.gluebenchmark.com/) with iterative earlystopping defined according to a user-specified 
-  schedule. It uses HuggingFace's `datasets` and `transformers`` libraries to retrieve the relevant benchmark data and 
+  schedule. It uses HuggingFace's ``datasets`` and ``transformers`` libraries to retrieve the relevant benchmark data and 
   foundational model weights.
 requirements:
   - transformers
diff --git a/lightning_examples/finetuning-scheduler/finetuning-scheduler.py b/lightning_examples/finetuning-scheduler/finetuning-scheduler.py
@@ -15,7 +15,7 @@
 # ---
 
 # %% [markdown]
-# # Scheduled Finetuning
+# ## Scheduled Finetuning
 #
 # <div style="display:inline" id="a1">
 #
@@ -150,7 +150,7 @@
 # %% [markdown]
 # <div id="superglue"></div>
 #
-# # Scheduled Finetuning For SuperGLUE
+# ## Scheduled Finetuning For SuperGLUE
 #
 # The following example demonstrates the use of ``FinetuningScheduler`` to finetune a small foundational model on the [RTE](https://huggingface.co/datasets/viewer/?dataset=super_glue&config=rte) task of [SuperGLUE](https://super.gluebenchmark.com/). Iterative early-stopping will be applied according to a user-specified schedule.
 #

Original file line number	Diff line number	Diff line change
`@@ -15,7 +15,7 @@`
`15`	`15`	`# ---`
`16`	`16`
`17`	`17`	`# %% [markdown]`
`18`		`-# # Scheduled Finetuning`
	`18`	`+# ## Scheduled Finetuning`
`19`	`19`	`#`
`20`	`20`	`# <div style="display:inline" id="a1">`
`21`	`21`	`#`
`@@ -150,7 +150,7 @@`
`150`	`150`	`# %% [markdown]`
`151`	`151`	`# <div id="superglue"></div>`
`152`	`152`	`#`
`153`		`-# # Scheduled Finetuning For SuperGLUE`
	`153`	`+# ## Scheduled Finetuning For SuperGLUE`
`154`	`154`	`#`
`155`	`155`	# The following example demonstrates the use of ``FinetuningScheduler`` to finetune a small foundational model on the [RTE](https://huggingface.co/datasets/viewer/?dataset=super_glue&config=rte) task of [SuperGLUE](https://super.gluebenchmark.com/). Iterative early-stopping will be applied according to a user-specified schedule.
`156`	`156`	`#`