Remove deprecated TensorBoard profiler tutorial (#3813)

Fixes pytorch/kineto#1340 step 2.

## Description
Remove the tensorboard_profiler_tutorial.py tutorial and all associated
files, as the TensorBoard integration with the PyTorch profiler is
deprecated and under removal.
                          
Changes:
- Delete intermediate_source/tensorboard_profiler_tutorial.py   
- Remove 16 profiler images only used by this tutorial
- Remove references from index.rst, ecosystem.rst, .lintrunner.toml,
.jenkins/validate_tutorials_built.py, and .jenkins/build.sh

## Checklist
<!--- Make sure to add `x` to all items in the following checklist: -->
- [x] The issue that is being fixed is referred in the description (see
above "Fixes #ISSUE_NUMBER")
- [x] Only one issue is addressed in this pull request
- [x] Labels from the issue that this PR is fixing are added to this
pull request
- [x] No unnecessary issues are included into this pull request.

Co-authored-by: sekyondaMeta <127536312+sekyondaMeta@users.noreply.github.com>
Co-authored-by: Alanna Burke <burkealanna@meta.com>

Author: 3 people

.jenkins/build.sh

@@ -58,9 +58,6 @@ if [[ "${JOB_TYPE}" == "worker" ]]; then
   # TODO: Fix bugs in these tutorials to make them runnable again
   # python $DIR/remove_runnable_code.py beginner_source/audio_classifier_tutorial.py beginner_source/audio_classifier_tutorial.py || true
 
-  # Remove runnable code from tensorboard_profiler_tutorial.py as it frequently crashes, see https://github.com/pytorch/pytorch/issues/74139
-  # python $DIR/remove_runnable_code.py intermediate_source/tensorboard_profiler_tutorial.py intermediate_source/tensorboard_profiler_tutorial.py || true
-
   # Step 2: Keep certain tutorials based on file count, and remove runnable code in all other tutorials
   # IMPORTANT NOTE: We assume that each tutorial has a UNIQUE filename.
   FILES_TO_RUN=$(python .jenkins/get_files_to_run.py)

.jenkins/validate_tutorials_built.py

@@ -36,7 +36,6 @@
     "recipes_source/recipes/timer_quick_start",
     "recipes_source/recipes/amp_recipe",
     "recipes_source/recipes/Captum_Recipe",
-    "intermediate_source/tensorboard_profiler_tutorial", # reenable after 2.0 release.
     "advanced_source/semi_structured_sparse", # reenable after 3303 is fixed.
     "intermediate_source/torchrec_intro_tutorial.py", #failing with 2.8 reenable after 3498
     "beginner_source/mosaic_memory_profiling_tutorial.py",  # failing with 2.11 issue #3774

.lintrunner.toml

@@ -61,7 +61,6 @@ exclude_patterns = [
     "intermediate_source/per_sample_grads.py",
     "intermediate_source/pruning_tutorial.py",
     "intermediate_source/reinforcement_q_learning.py",
-    "intermediate_source/tensorboard_profiler_tutorial.py",
     "intermediate_source/torch_compile_tutorial.py",
     "intermediate_source/transformer_building_blocks.py",
     "unstable_source/README.md",