Outreachy Tasks submissions

[Rishikesh233]

Respected @pgleeson sir, I have added the conditions and time derivative part in the 3_connected_node file in the first_assignment_folder. Respected sir, I did it earlier but in a different notebook file named "Machine Learning workflows using MDF_Export format _ functions". I conclude that my submission folder is a bit messy so I created subfolders too. Sir by mistake I made changes in some files which were causing errors. I hope I have resolved it too.

Sir let me know your feedback
Thanks

[Rishikesh233]

@pgleeson I have shown the output of MDF In both the files "Mdf_to_Pytorch" and the Titanic model.
Kindly give your feedback to it.

[pgleeson]

@Rishikesh233 I still don't see a clear explanation in the Titanic notebook what the model is actually trained to do, what are its inputs and outputs and the significance of op_label_mdf and val_preds being nearly equal. Show some examples of when they are equal and when not...

Also I'm drawn to the comment in the cell near the end "In summary, this code is likely part of a machine learning pipeline where the mdf_model is a trained model, and the code is used to predict the class labels for the input data (X_train) using the mdf_graph." Did you write this or is some part of this code/documentation automatically generated?

[Rishikesh233]

@pgleeson I have updated the changes I have used the Grammarly tool for correcting my grammars error in the documentation otherwise I haven't used any AI tool for generating code such as CHATGPT. In my previous work, the problem was I was using two different notebooks "Pytorch_to_mdf and Machine Learning workflows using MDF_Pytorch_to_MDF.ipynb" for two different models. That's why sometimes copy-pasting one code from another notebook makes variable names confusing. I assure you I haven't used any kind of AI tool for it, I only used the code from the documentation and the Github of MDF that's it. kindly give me your consideration to it. give me the next tasks.

[pgleeson]

@Rishikesh233 please make sure your notebook can run, I'm getting a NameError: name 'data' is not defined from the second cell in https://github.com/Rishikesh233/MDF/blob/main/examples/Outreachy_tasks_sumbmission/Second_assignment/Machine%20Learning%20workflows%20using%20MDF_Pytorch_to_MDF.ipynb
You should find a better way to present the data than printing a long tensor. Explain in a cell what the input means, and what the output means.

[Rishikesh233]

@pgleeson I have updated the PR can you kindly check it I also have uploaded my work on the Keras to Mdf I have made a potato prediction model

[pgleeson]

Closing all previous Outreachy application period pull requests. Thanks again for your interest in this project.