Course Name: Trading with Machine Learning: Classification and SVM, Section No: 11, Unit No: 1, Unit type: ZipFiles
If you could be so kind, to reiterate where it is mentioned how to save and reuse the model, if we had been arrieved at a useful one, for later testing or live trading. How to save and resuse the same model?
Certainly! You can save and reload your model for future use by using the pickle.dump() and pickle.load() methods. Here's how you can do it:
First, save the model to a pickle file using pickle.dump():
import pickle
# Save the model to a pickle file
with open('filename.pkl', 'wb') as file:
pickle.dump(your_model, file)
Then, load the model from the pickle file using pickle.load():
# Load the model from the pickle file
with open('filename.pkl', 'rb') as file:
loaded_model = pickle.load(file)
For more details, you can access the documentation
here.
Hope this helps!