Creating python ML package

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1

Hello,
I am trying to upload an ML package written in Python, but I am new to python and I have no prior experience.
when I checked UIPath documentation in the link, it is written that the requirements for this package:

  1. In this file, a class called Main that implements at least two functions:
    a. init(self): takes no argument and loads your model and/or local data for the model (e.g. word embeddings).
    b. predict(self, input): a function to be called at model serving time.
  2. A file named requirements.txt with dependencies needed to run the model.

can anyone please help me how to transform my code below in order to comply with these requirements? and if there are any suggestions about the model ?

thanks

from sklearn.svm import OneClassSVM
import pandas as pd
from sklearn import preprocessing

input_file = "training.csv"
training_data = pd.read_csv(input_file)

X = training_data[['h1', 'h2', 'h3']].values

le = preprocessing.LabelEncoder()
for i in range(len(X[0])):
    X[:, i] =le.fit_transform(X[:,i])

model = OneClassSVM(gamma='auto').fit(X)
predection = model.predict(X)
print(predection)
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2

Hello @hani_mn91!

It seems that you have trouble getting an answer to your question in the first 24 hours.
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3

Apologies, no extra help from me, just exploring this myself and wondering if you managed to get anywhere?

4

Hi all
Have you checked this page: Building ML Packages

Jeremy

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