Performance Profiling Enhancement

[spaceie08]

@taimoorh13 First, I'd like to commend you for your excellent work with this repository. The structure is well-organized, the code is easy to follow, and the outputs are clear and accurate. I encountered no issues while running the code.

However, I noticed one potential improvement regarding performance profiling. While the current repository is strong in many areas, the final version of the notebook lacks clear documentation of performance optimization. Specifically, I believe it would be beneficial to include line profiling and memory profiling in the final version to highlight performance metrics.

Suggested Enhancements:

Performance Profilers in the Notebook:

Integrating tools like line_profiler and memory_profiler in the final notebook could provide clear insight into the computational and memory efficiency of the code. This would help users understand the resource consumption of different sections and identify potential bottlenecks.

Commit Message Clarification:

While I believe performance optimizations are present in earlier versions based on your commit history, the commit messages do not clearly indicate which versions contain these optimizations. I suggest updating the commit messages or adding annotations to explicitly mention when performance optimizations were made. This would make it easier to identify which commits correspond to performance improvements. Please see the attached git log of your commits. gitlog.txt

Why This Matters: Including these profiling tools and providing clearer commit messages would add transparency and make it easier for others to track performance improvements over time.

[taimoorh13]

Thank you for pointing out the issues. I added profiler information in the notebook.

I will consider your comment regarding the commit messages in future.