Lr scheduler notebook

[SamSandwich07]

Adds an notebook demonstrating the use of an LR scheduler

[review-notebook-app]

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[codecov]

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 64.17%. Comparing base (2918dd6) to head (e6e2b2a).

Additional details and impacted files

@@           Coverage Diff           @@
##             main     #702   +/-   ##
=======================================
  Coverage   64.17%   64.17%           
=======================================
  Files          61       61           
  Lines        5892     5892           
=======================================
  Hits         3781     3781           
  Misses       2111     2111           

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[github-actions]

Before [2918dd6]	After [a46a5a1]	Ratio	Benchmark (Parameter)
9.00±0.09ms	9.20±0.04ms	1.02	vector_db_benchmarks.VectorDBSearchBenchmarks.time_search_by_vector_many_shards(64, 'chromadb')
420±0.7ms	426±1ms	1.02	vector_db_benchmarks.VectorDBSearchBenchmarks.time_search_by_vector_many_shards(64, 'qdrant')
1.68±0.01s	1.69±0.01s	1.01	benchmarks.time_database_connection_help
1.67±0.01s	1.68±0.01s	1.01	benchmarks.time_help
176±0.7ms	177±1ms	1.01	benchmarks.time_import
1.67±0s	1.68±0.01s	1.01	benchmarks.time_infer_help
1.68±0s	1.68±0.01s	1.01	benchmarks.time_prepare_help
1.67±0s	1.69±0.01s	1.01	benchmarks.time_save_to_database_help
1.67±0s	1.69±0.01s	1.01	benchmarks.time_train_help
1.67±0.01s	1.70±0.01s	1.01	benchmarks.time_umap_help

Click here to view all benchmarks.