krishnaik06/mlproject

End to End MAchine Learning Project

mlproject's Issues

Inconsistencies and small errors

There were name inconsistencies, instead of '_' in column names there was empty spaces.

also a few minor errors that didn't let the code run in one error.

requirements.txt

in requirement.txt. is it Flask or flask. or it doesn't matter?

#About Wrong Assignment in Application.py file

In function def predict_datapoint():
while requesting data from webpage "reading_score" is assigned to "writing_score" and vice-versa.

Saved model.pkl file is not trained

Sir, I want to point out one significant point about the saved model.pkl file.
In the utils.py file, we never returned the best model object itself, just the score.

mlproject/src/utils.py

Line 50 in 6d24fc7

return report

And then in model_trainer.py we sort the best max score and then initialize a totally new model based on the name of the highest score model. And in the save_object we are actually saving the newly initialized model which is untrained.

mlproject/src/components/model_trainer.py

Line 98 in 6d24fc7

best_model = models[best_model_name]

What's strange is how it gave a prediction.
Mine didn't and I had to edit the code.
https://github.com/svkadhikary/student_perfomance/blob/45ba9818eb3ab7fb681da7c70d425ed0c70fc0a0/src/utils.py#L66
https://github.com/svkadhikary/student_perfomance/blob/45ba9818eb3ab7fb681da7c70d425ed0c70fc0a0/src/components/model_trainer.py#L100

Module Not Found Error

After running the src/components/data_ingestion.py , It gives ModuleNotFoundError : no module name 'src' , have tried every fix from bard , maily :

1. import os

os.environ['PYTHONPATH'] = os.path.dirname(file) + '/src'

from src.exception import CustomException

2.import shutil

shutil.move('src', 'my_project/src')

from my_project.src.exception import CustomException

but haven't got it resolved.

Also , I am using miniconda env .
Can anyone let me know how to fix it ?

but where is part 2?

great video
but where is part 2?
End To End Data Science Project Implementation In One Shot- Part 1

About mlproject.eeg-info

Hello Krish, hope you are doing well.
I just followed your tutorial and tried to implement the code along with you. But I have faced some issue regarding
pip install -r requirements.txt

When you ran that, in your editor a file name mlproject.eeg-info appeared. But when I ran that, (after correcting the spelling mistake) no files created! and a bug is showing. That is in the last two lines of setup.py it is saying that syntex error. I am looking for your suggestions. Even I copied your code and still no improvement.

xgboosterror

XGBoostError:
XGBoost Library (xgboost.dll) could not be loaded.
Likely causes:

• OpenMP runtime is not installed

  • vcomp140.dll or libgomp-1.dll for Windows
  • libomp.dylib for Mac OSX
  • libgomp.so for Linux and other UNIX-like OSes
    Mac OSX users: Run brew install libomp to install OpenMP runtime.

• You are running 32-bit Python on a 64-bit OS

Error message(s): ['[WinError 8] Not enough memory resources are available to process this command']

I get the above error in the Model.ipynb file. Can anyone help with this? I have 64-bit python machine running. I have the vcomp140.dll and libgomp-1.dll in the System32 folder.